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Infrastructure
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Storage
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Vast Data
United StatesFounding Year: 2016Total Funding: $263Mhttps://vastdata.com/VAST Data is an IT infrastructure company. Its exabyte-scale Universal Storage system is built entirely from high-performance flash media and has several features that result in a total cost of acquisition that is equivalent to hard drive-based archive systems.
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IBM Storage
United StatesFounding Year: 1911https://www.ibm.com/storageIBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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Azure Storage
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/category/storage/Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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Backblaze
United StatesFounding Year: 2007Total Funding: $8.5Mhttps://www.backblaze.com/b2/docs/s3_compatible_api.htmlBackblaze (NASDAQ: BLZE) is a data storage provider. It offers two products: B2 Cloud Storage - An object storage service similar to Amazon's S3. Computer Backup - An online backup tool that allows Windows and macOS users to back up their data to offsite data centers.
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HPE Nimble Storage
United StatesFounding Year: 2015https://www.hpe.com/us/en/services/nimble-storage.htmlHewlett Packard Enterprise (NYSE: HPE) provides information technology solutions. The Company offers enterprise security, information technology infrastructure, analytics and data management, applications development and testing, data center care, cloud consulting, and business process services. Hewlett Packard Enterprise serves customers worldwide.
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Alluxio
United StatesFounding Year: 2015Total Funding: $73.68Mhttps://www.alluxio.io/Alluxio is a memory-centric distributed storage system enabling reliable data sharing at memory-speed across cluster frameworks. Alluxio leverages lineage information and using memory aggressively. Tachyon caches working set files in memory, thereby avoiding disk to load datasets that are frequently read. This enables different jobs/queries and frameworks to access cached files at memory speed.
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Minio
United StatesFounding Year: 2014Total Funding: $126.3Mhttps://min.io/Minio provides open source object storage for cloud-native and containerized applications.
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Panasas
United StatesFounding Year: 1999Total Funding: $133.13Mhttps://www.panasas.com/Panasas, a provider in high performance parallel storage for technical computing applications and big data workloads, enables customers to rapidly solve complex computing problems, speed innovation and accelerate new product introduction. All Panasas storage products leverage the PanFS storage operating system to deliver superior performance, data protection, scalability and manageability. Panasas systems are optimized for demanding storage environments in the bioscience, energy, finance, government, manufacturing, and university markets.
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Amazon S3
United StatesFounding Year: 2006https://aws.amazon.com/s3/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Cohesity
United StatesFounding Year: 2013Total Funding: $660Mhttps://www.cohesity.com/Cohesity is a late-stage technology firm that develops an intelligent data platform that converges secondary storage workflows to transform disparate silos of data into business insight. Cohesity provides secondary storage services for data protection, development, and analytics by applying a distributed, web-scale architecture to break down these data silos. The firm serves a wide variety of industries including healthcare, telecom, technology, and IT. The firm was founded in 2013 and is based in San Jose, California.
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Wasabi
United StatesFounding Year: 2015Total Funding: $546.47Mhttps://wasabi.com/Wasabi provides a cloud storage platform that supports hot data, active archive cool data, and inactive archive cool data, with integrations for gateways, apps, and third-party platforms. It enables organizations to store and instantly access an unlimited amount of data with no tiers or unpredictable egress fees. It was formerly known as BlueArchive. The firm was founded in 2015 and is based in Boston, Massachusetts.
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Weka
United StatesFounding Year: 2013Total Funding: $273.2Mhttps://www.weka.io/Weka offers a shared parallel file system, WekaFS, which leapfrogs legacy storage infrastructure. It helps tackle demanding storage performance challenges in data-intensive technical computing environments, so customers can solve problems. Its WekaFS accelerates time-to-insight from data and helps customers get high-powered IT investments. It was formerly known as WekaIO. The company was founded in 2013 and is based in Campbell, California.
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Pure Storage
United StatesFounding Year: 2009Total Funding: $470Mhttps://www.purestorage.com/Pure Storage, the all-flash enterprise storage company, enables the broad deployment of flash in the data center. When compared to traditional disk-centric arrays, Pure Storage all-flash enterprise arrays are 10x faster and 10x more space and power efficient at a price point that is less than performance disk per gigabyte stored. The Pure Storage FlashArray is ideal for high performance workloads, including server virtualization, desktop virtualization (VDI), database (OLTP, real-time analytics) and cloud computing. The company was founded in 2009 and is based in Mountain View, California.
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Google Cloud Storage
United StatesFounding Year: 2008https://cloud.google.com/storageGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Qumulo
United StatesFounding Year: 2012Total Funding: $345.5Mhttps://qumulo.com/Qumulo, headquartered in Seattle, has developed data-aware scale-out NAS, which enables enterprises to manage and store enormous numbers of digital assets by building real-time analytics directly into the file system itself. Qumulo Core is a software-only solution designed to leverage the price/performance of commodity hardware coupled with the modern technologies of flash, virtualization, and cloud.
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Cloudflare
United StatesFounding Year: 2009Total Funding: $332.07Mhttps://www.cloudflare.com/products/r2/Cloudflare offers services to help companies reduce latencies, including distributed denial of service (DDoS) attack mitigation and a content delivery network (CDN). The company uses technology to solve problems over the internet. Cloudflare was founded in 2009 and is based in San Franciso, California.
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Clumio
United StatesFounding Year: 2017Total Funding: $186Mhttps://clumio.com/Clumio is a secure, backup as a service that consolidates the protection of an enterprise data center and any remote sites with no hardware or software to size, configure, manage - or even buy at all.
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MPP DBs
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Exasol
GermanyFounding Year: 2000https://www.exasol.com/Exasol develops an in-memory database for analytics and data warehousing, and offers expertise in data insight and analytics. The in-memory analytic database combines in-memory, columnar compression and massively parallel processing. The company was founded in 2000 and is based in Nuremberg, Germany.
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IBM Data Warehouse Systems
United StatesFounding Year: 1911https://www.ibm.com/data-warehouseIBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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https://www.actian.com/

Actian
United StatesActian is a computer software company that enables organizations to transform big data into business value with data management solutions to transact, connect, analyze and act on data. Actian helps customers worldwide take action on their big data with Vectorwise analytics database, RushAnalytics Hadoop accelerator, DataCloud for cloud and on-premises data integration, Action Apps, as well as Ingres, Versant and PSQL transactional mission-critical databases.
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https://greenplum.org/

Greenplum Database
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Teradata
United StatesFounding Year: 1979https://www.teradata.com/Teradata provides analytic data platforms, marketing and analytic applications, and consulting services. Teradata helps organizations collect, integrate, and analyze all of their data so they can know more about their customers and business.
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Vertica, An OpenText Company
United StatesFounding Year: 2005Total Funding: $23.5Mhttps://www.vertica.com/Vertica Systems is developing an analytics database management software company. Vertica makes SQL database management software designed to derive business intelligence from complex and large sets of data, in real-time.
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Data Lakes/Lakehouses
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Databricks
United StatesFounding Year: 2013Total Funding: $3497Mhttps://www.databricks.com/Databricks provides a data platform that aims to simplify data integration and offers data analytic services. Databricks Lakehouse Platform serves corporations in various industries worldwide. It was founded in 2013 and is based in San Francisco, California.
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OneHouse
United StatesFounding Year: 2021Total Funding: $33Mhttps://www.onehouse.ai/Onehouse provides a cloud-native managed lakehouse service that helps to build data lakes, process data, and own data in open-source formats. The company provides data, through a cloud-managed lakehouse service built. Onehouse was founded in 2021 and is based in Menlo Park, California.
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Azure Data Lake Storage
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/storage/data-lake-storageMicrosoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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IBM Data Lake
United StatesFounding Year: 1911https://www.ibm.com/data-lakeIBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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Qubole
United StatesFounding Year: 2011Total Funding: $75Mhttps://www.qubole.com/Qubole operates a cloud-native data platform for analytics and machine learning. Qubole's intelligent automation and self-service improve productivity, while workload-aware auto-scaling and real-time spot buying drive down compute costs. On October 14, 2020 Qubole was acquired by Idera. The terms of the transaction were not disclosed.
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Azure HD Insight
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/hdinsight/Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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Dremio
United StatesFounding Year: 2015Total Funding: $405Mhttps://www.dremio.com/Dremio provides a data analytics platform that allows business users to curate precisely the data they need, from any data source, then accelerate analytical processing for BI tools, machine learning, data science, and SQL clients. The company was founded in 2015 and is based in Santa Clara, California.
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Google Cloud Dataproc
United StatesFounding Year: 2008https://cloud.google.com/dataprocGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Google BigLake
United StatesFounding Year: 2008https://cloud.google.com/blog/products/data-analytics/unify-data-lakes-and-warehouses-with-biglake-now-generally-availableGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Cloudera
United StatesFounding Year: 2008Total Funding: $1041Mhttps://www.cloudera.com/Cloudera provides enterprise data management solutions that offer a unified platform for data, an enterprise data hub built on Apache Hadoop. It provides enterprises one place to store, process, and analyze all their data, empowering them to extend the value of existing investments while enabling fundamental new ways to derive value from their data.
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Amazon EMR
United StatesFounding Year: 2006https://aws.amazon.com/emr/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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AWS Lake Formation
United StatesFounding Year: 2006https://aws.amazon.com/lake-formation/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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HPE Ezmeral Data Fabric
United StatesFounding Year: 2015https://www.hpe.com/us/en/hpe-ezmeral-data-fabric.htmlHewlett Packard Enterprise (NYSE: HPE) provides information technology solutions. The Company offers enterprise security, information technology infrastructure, analytics and data management, applications development and testing, data center care, cloud consulting, and business process services. Hewlett Packard Enterprise serves customers worldwide.
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Data Warehouses
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Amazon RedShift
United StatesFounding Year: 2006https://aws.amazon.com/redshift/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Hydra
United StatesFounding Year: 2021Total Funding: $3.6Mhttps://hydra.so/Hydra is an open source Snowflake alternative that transforms Postgres into a fast, scalable data warehouse. With Hydra, engineers can standardize both transactional and analytics workloads around the familiar Postgres syntax, tools, and ecosystem without app code changes. Hydra offers a fully managed cloud instance with columnar storage with high throughput writes. Hydra was founded in 2021 and is based in San Francisco, California.
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StarRocks
United StatesFounding Year: 2020https://www.starrocks.io/StarRocks offers real-time SQL engines for enterprise-scale analytics. It was founded in 2020 and is based in San Francisco, California.
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Firebolt
IsraelFounding Year: 2019Total Funding: $264Mhttps://www.firebolt.io/home-v2Firebolt aims to redesign the concept of a data warehouse to work more efficiently and at a lower cost.
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VMWare Greenplum
United StatesFounding Year: 1998Total Funding: $394.5Mhttps://www.vmware.com/products/greenplum.htmlVMware (NYSE: VMW) is a cloud computing and virtualization technology company that enables organizations to build, run, manage and secure their apps across clouds. It serves the banking, healthcare, government, retail, telecommunications, manufacturing, and transportation industries. The company was founded in 1998 and is based in Palo Alto, California.
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https://tabular.io/
Tabular
United StatesTabular is a cloud-native data platform designed to automate maintenance and optimization of data. It was founded in 2021 and is based in San Jose, California.
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https://docs.oracle.com/en-us/iaas/exadatacloud/exacs/exadata-cloud-service-overview.html

Oracle Exdata Cloud Service
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Google BigQuery
United StatesFounding Year: 2008https://cloud.google.com/bigqueryGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Yellowbrick Data Warehouse
United StatesFounding Year: 2014Total Funding: $248Mhttps://yellowbrick.com/Yellowbrick Data Warehouse is a modern, elastic data warehouse with separate storage and compute that runs in the cloud and on-premises. Yellowbrick enables large-scale enterprises to eliminate complexity, reduce risk, and predict and control costs by running all their data anywhere, across multi-cloud instances. Yellowbrick allows enterprises to run complex queries on live data at a petabyte scale in their own cloud account while supporting high concurrency with fast, interactive query responses to customers' most challenging business questions. Yellowbrick Data was founded in 2014 and is headquartered in Mountain View, California.
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Azure Synapse Analytics
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/synapse-analytics/#overviewMicrosoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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Kyligence
United StatesFounding Year: 2016Total Funding: $118Mhttps://kyligence.io/Kyligence is an enterprise-level data warehouse product based on a big data platform. The company empowers sub-second query latency on big data and simplifies data analytics for business users, analysts and engineers.
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Ocient
United StatesFounding Year: 2016Total Funding: $82.89Mhttps://ocient.com/Ocient enables organizations to explore and interact with hyperscale data sets to deliver meaningful insights and drive customer innovation. The company offers a hyperscale enterprise data warehouse platform that enables rapid transformation and analysis of massive (petabyte)-scale data. The company was founded in 2016 and is based in Chicago, Illinois.
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IBM Db2 Warehouse
United StatesFounding Year: 1911https://www.ibm.com/products/db2/warehouseIBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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Snowflake
United StatesFounding Year: 2012Total Funding: $1386.79Mhttps://www.snowflake.com/en/Snowflake (NYSE: SNOW) provides a cloud data warehouse enabling enterprises to access structured and semi-structured data.
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Streaming/In-Memory
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Meroxa
United StatesFounding Year: 2019Total Funding: $19.2Mhttps://meroxa.com/Meroxa makes real-time data infrastructure accessible to any company regardless of expertise or available resource.
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Tinybird
SpainFounding Year: 2019Total Funding: $40Mhttps://www.tinybird.co/Tinybird helps data teams build real-time data products at scale through SQL-based API endpoints. It ingests millions of rows per second and serves low latency, high concurrency analytical queries over any amount of data. It was founded in 2019 and is based in Madrid, Spain.
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Gigaspaces
United StatesFounding Year: 2000Total Funding: $58Mhttps://www.gigaspaces.com/GigaSpaces Technologies provides software middleware for deployment, management and scaling of mission-critical applications on cloud environments through two main product lines, XAP In-Memory Computing and Cloudify. Hundreds of Tier-1 organizations worldwide are leveraging GigaSpaces' technology to enhance IT efficiency and performance, from top financial firms, e-commerce companies, online gaming providers, healthcare organizations and telecom carriers.
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https://www.bytewax.io/

Bytewax
United StatesBytewax, founded in 2020, develops a serverless machine learning platform o let data scientists and machine learning engineers build and scale ML-powered features. The company's platform allows users to build custom pipelines to transform data and make predictions in real-time, run the software locally to speed up development, and build complex workflows. It is based in Santa Cruz, California.
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Upsolver
IsraelFounding Year: 2014Total Funding: $45.18Mhttps://www.upsolver.com/Upsolver develops a cloud architecture for NoSQL databases. Upsolver NoSQL DB stores data in the cloud instead of local servers, and its platform works on data streams and offers unique algorithms and aggregation functions.
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https://www.ververica.com/

Ververica
GermanyVerverica is an enterprise stream processing platform that provides multi-tenancy, authentication, role-based access control, and auto-scaling for Apache Flink. The company offers solutions such as event-driven applications, fraud detection, machine learning, and more. The company was founded in 2014 and is based in Berlin, Germany.
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Arcion
United StatesFounding Year: 2018Total Funding: $18.16Mhttps://www.arcion.io/Arcion offers a cloud-native, real-time data mobility platform. It enables data teams to build zero-maintenance data pipelines in minutes.
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GridGain
United StatesFounding Year: 2007Total Funding: $28.18Mhttps://www.gridgain.com/GridGain is focused on real-time data access and processing by offering the enterprise-grade In-Memory Data Fabric built on Apache Ignite. The solution is used by global enterprises in financial, tech, retail, healthcare and other major sectors. GridGain solutions connect traditional and emerging data stores (SQL, NoSQL, and Hadoop) with cloud-scale applications and enable massive data throughput and ultra-low latencies across a scalable cluster of commodity servers. A converged data platform, GridGain In-Memory Data Fabric offers a comprehensive, enterprise-grade in-memory computing solution for high-volume transactions, real-time analytics and hybrid data processing.
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Aiven
FinlandFounding Year: 2016Total Funding: $419.93Mhttps://aiven.io/Aiven offers a managed cloud service that hosts software infrastructure services. It provides managed open-source data technologies, like PostgreSQL, Kafka, and OpenSearch, on all major clouds, allowing developers to create applications. The company was founded in 2016 and is based in Helsinki, Finland.
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https://www.estuary.dev/

Estuary
United StatesEstuary is a database software company that specializes in linking to both internal and external systems, integrating real-time batch operations, and allowing clients to stream data, including internal services, apps, or external SaaS. It is based in New York, New York.
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Rising Wave Labs
United StatesFounding Year: 2021Total Funding: $36Mhttps://www.risingwave-labs.com/RisingWave Labs provides a cloud-native streaming database that maintains storage and allows users to access data efficiently. It uses SQL as the interface, consumes streaming data, and performs incremental computations. The company was founded in 2021 and is based in San Francisco, California.
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Amazon Kinesis
United StatesFounding Year: 2006https://aws.amazon.com/kinesis/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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RedPanda
United StatesFounding Year: 2019Total Funding: $65.5Mhttps://redpanda.com/Redpanda, fka Vectorized, delivers enterprises with a modern data-streaming platform for mission-critical applications. The company is building a family of products designed to reliably transform data streams into data products by unifying historical and real-time data, enabling inline Lambda transformations, all exposed under a drop-in Kafka-API replacement.
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Google Cloud Dataflow
United StatesFounding Year: 2008https://cloud.google.com/dataflowGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Striim
United StatesFounding Year: 2013Total Funding: $92.5Mhttps://www.striim.com/Striim is an end-to-end streaming integration and intelligence platform. Striim specializes in multi-stream data integration and real-time Change Data Capture (CDC) across a wide variety of data sources including transaction/change data, events, log files, application and IoT sensor data. With data pipelines in-place, the Striim platform makes streaming analytics easy. Enterprises can detect anomalies, identify and visualize events of interest, and trigger alerts and workflows – all in-time and in-context.
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Oracle Coherence
United StatesFounding Year: 1977https://www.oracle.com/java/coherence/Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.
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Ably
United KingdomFounding Year: 2013Total Funding: $78Mhttps://ably.com/Ably is a realtime data delivery platform that allows users to add realtime messaging and streaming data to applications.
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MotherDuck
United StatesFounding Year: 2022Total Funding: $47Mhttps://motherduck.com/Mother Duck delivers a serverless data analytics platform for data. The platform offers a serverless analytics service built for lightweight use cases. It is built on the open-source platform DuckDB, an in-process online analytical processing database. The company was founded in 2022 and is based in San Fransico, California.
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Confluent
United StatesFounding Year: 2014Total Funding: $455.9Mhttps://www.confluent.io/Confluent (NASDAQ: CFLT) provides an Apache Kafka-based streaming platform for enterprises in industries such as retail, logistics, manufacturing, financial services, technology, and media to maximize the value of their data. Confluent Platform lets enterprises move data from isolated systems into a real-time data pipeline where they can act on it immediately.
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Hazelcast
United StatesFounding Year: 2010Total Funding: $88.2Mhttps://hazelcast.com/Hazelcast develops, distributes, and supports open source In-Memory Data Grid. Hazelcast's computing platform is comprised of two core products: Hazelcast IMDG, an in-memory data grid, and Hazelcast Jet, an application embeddable, stream and batch processing engine capable of supporting real-time streaming data.
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DeltaStream
United StatesFounding Year: 2020Total Funding: $10Mhttps://deltastream.io/DeltaStream provides a serverless database to manage, secure and process streams. The firm's product allows users to build real-time streaming applications and pipelines with SQL in minutes. The firm was founded in 2020 and is based in San Mateo, California.
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SAP HANA
GermanyFounding Year: 1972https://www.sap.com/products/technology-platform/hana.htmlSAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.
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StreamNative
United StatesFounding Year: 2019Total Funding: $23Mhttps://streamnative.io/StreamNative develops an event streaming platform that aims to enable companies to leverage enterprise data as real-time event streams to develop and launch new products and services.
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Voltron Data
United StatesFounding Year: 2021Total Funding: $110Mhttps://voltrondata.com/subscriptionVoltron Data is a remote company that connects data, hardware, and developers, as well as focuses on improving the Apache Arrow Ecosystem. The company is based in Mountain View, California.
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Databricks
United StatesFounding Year: 2013Total Funding: $3497Mhttps://www.databricks.com/Databricks provides a data platform that aims to simplify data integration and offers data analytic services. Databricks Lakehouse Platform serves corporations in various industries worldwide. It was founded in 2013 and is based in San Francisco, California.
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Quix
United KingdomFounding Year: 2020Total Funding: $16.1Mhttps://www.quix.io/Quix helps to manage the volume and velocity of data by making streaming data accessible to Python professionals and Machine Learning (ML) models. It offers solutions for data processing pipelines, back ends, streaming, and service status services. The company serves the finance, gaming, mobility, e-commerce, telecom, and media sectors. Quix was founded in 2020 and is based in London, U.K.
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Conduktor
United StatesFounding Year: 2021Total Funding: $20Mhttps://www.conduktor.io/Conduktor is a computer software company. It helps companies operate their data using Apache Kafka. It is based in Jackson, Wyoming.
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Decodable
United StatesFounding Year: 2021Total Funding: $25.5Mhttps://www.decodable.co/Decodable, founded in 2021, specializes in the development of a data engineering platform. The platform enables applications and data engineers to build data pipelines to process and deliver data to offline and online systems. The company is based in San Francisco.
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RDBMs
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Microsoft SQL Server
United StatesFounding Year: 1975https://www.microsoft.com/en-us/sql-serverMicrosoft (NASDAQ: MSFT) provides, develops, and licenses consumer and enterprise software. The company develops, manufactures, and sells computer software, consumer electronics, and personal computers and services. It is known for its Windows operating systems, Office productivity suite, cloud-based Azure platforms, and many more. The company was founded in 1975 and is based in Redmond, Washington.
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IBM DB2
United StatesFounding Year: 1911https://www.ibm.com/products/db2IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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Oracle
United StatesFounding Year: 1977https://www.oracle.com/Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.
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Microsoft Access
United StatesFounding Year: 1975https://www.microsoft.com/en-us/microsoft-365/accessMicrosoft (NASDAQ: MSFT) provides, develops, and licenses consumer and enterprise software. The company develops, manufactures, and sells computer software, consumer electronics, and personal computers and services. It is known for its Windows operating systems, Office productivity suite, cloud-based Azure platforms, and many more. The company was founded in 1975 and is based in Redmond, Washington.
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Amazon RDS
United StatesFounding Year: 2006https://aws.amazon.com/rds/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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SAP ASE
GermanyFounding Year: 1972https://www.sap.com/products/technology-platform/sybase-ase.htmlSAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.
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NoSQL Databases
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https://tanzu.vmware.com/gemfire

VMware Tanzu GemFire
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MarkLogic
United StatesFounding Year: 2001Total Funding: $172.5Mhttps://www.marklogic.com/MarkLogic develops a metadata refining platform. It provides an enterprise-class database designed for unstructured content. Its platform helps to store, manage, search, navigate and deliver content and toolkits for the integration of documents. The company caters to media, financial services, the public sector, aviation, and healthcare industries. MarkLogic was founded in 2001 and is based in Redwood City, California. In January 2023, MarkLogic was acquired by Progress Software at a valuation of $355M.
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Crate.io
United StatesFounding Year: 2013Total Funding: $29.11Mhttps://crate.io/Crate.io is a scalable real-time database for the machine data era, such as information from the Internet of Things that stores massive amounts of data over the cloud and provides it via SQL connections.
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Datastax
United StatesFounding Year: 2010Total Funding: $342.27Mhttps://www.datastax.com/DataStax is a real-time data company allowing enterprises to mobilize real-time data and quickly build the smart, highly scalable applications required to be a data-driven business. With Astra DB and Astra Streaming, DataStax delivers the power of Apache Cassandra, a scalable database, with the Apache Pulsar streaming technology in an open data stack that is available on any cloud. Astra DB is a multi-cloud DBaaS built on Apache Cassandra, while Astra Streaming is a multi-cloud Streaming-as-a-Service built on Apache Pulsar. The company also offers Luna for Apache Cassandra, a Subscription-to-Success product with open-source Apache Cassandra; Luna Streaming, a Subscription-to-Success product with open-source Apache Pulsar; and DataStax Enterprise, a scale-out, cloud-native NoSQL built on Ap
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Couchbase
United StatesFounding Year: 2009Total Funding: $248Mhttps://www.couchbase.com/Couchbase (NASDAQ:BASE) provides a scalable NoSQL database. The solution includes a shared nothing architecture, a single node-type, a built in caching layer, true auto-sharding and a NoSQL mobile offering: Couchbase Mobile, a NoSQL mobile solution comprised of Couchbase Server, Couchbase Sync Gateway and Couchbase Lite. Couchbase Server and all Couchbase Mobile products are open source projects.
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SpeeDB
IsraelFounding Year: 2020Total Funding: $4Mhttps://www.speedb.io/Speedb provides a drop-in replacement for RocksDB embedded storage engine for hyperscale data operations. Speedb Data Engine removes the capacity, scale, and performance limitations of using existing KVS solutions. It redesigned the RocksDB internal data structure to fit the performance and scalability requirements of modern, hyperscale data operations. By redesigning parts of RocksDB, it was able to develop an embedded KVS. Speedb supports petabyte scaling of datasets with billions of objects.
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Amazon DynamoDB
United StatesFounding Year: 2006https://aws.amazon.com/dynamodb/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Oracle NoSQL
United StatesFounding Year: 1977https://www.oracle.com/Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.
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ScyllaDB
United StatesFounding Year: 2012Total Funding: $58Mhttps://www.scylladb.com/ScyllaDB provides a real-time big data database compatible with Apache Cassandra and used for a variety of business-critical purposes, including as a key value store, time-series database, large blob store, and graph database backend.
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Google Cloud Bigtable
United StatesFounding Year: 2008https://cloud.google.com/bigtableGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Amazon DocumentDB
United StatesFounding Year: 2006https://aws.amazon.com/documentdb/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Aerospike
United StatesFounding Year: 2009Total Funding: $52Mhttps://aerospike.com/Aerospike specializes in real-time NoSQL data solutions for any scale. Aerospike enterprises overcome seemingly impossible data bottlenecks to compete and win with a fraction of the infrastructure complexity and cost of legacy NoSQL databases. Aerospike empowers customers to instantly fight fraud; dramatically increase shopping cart size; deploy global digital payment networks; and deliver instant, one-to-one personalization for millions of customers.
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MongoDB
United StatesFounding Year: 2008Total Funding: $310Mhttps://www.mongodb.com/MongoDB is a general purpose, document-based, distributed database built for modern application developers and for the cloud era.
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Azure CosmosDB
United StatesFounding Year: 1975https://azure.microsoft.com/en-ca/products/cosmos-db/Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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NewSQL Databases
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PlanetScale
United StatesFounding Year: 2018Total Funding: $105Mhttps://planetscale.com/PlanetScale offers Vitess, an open source sharding middleware system for MySQL that lets applications view a sharded MySQL cluster as a giant monolithic database.
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YugabyteDB
United StatesFounding Year: 2016Total Funding: $290Mhttps://www.yugabyte.com/YugaByte is the company behind YugaByte DB, the cloud-native, transactional, high-performance database for planet-scale cloud applications. YugaByte DB converges the operational database needs of mission-critical applications into an easy-to-manage, unified platform, allowing enterprises to focus on growing their business rather than managing complex infrastructure. The company was founded in 2016 and is based in Sunnyvale, California.
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Google Cloud AlloyDB
United StatesFounding Year: 2008https://cloud.google.com/alloydbGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Amazon Aurora
United StatesFounding Year: 2006https://aws.amazon.com/rds/aurora/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Volt Active Data
United StatesFounding Year: 2010Total Funding: $44.32Mhttps://www.voltactivedata.com/Volt Active Data develops a data platform designed to augment existing big data investments. It replaces the various layers typically required to make contextual decisions on streaming data with a single, unified layer that can handle ingest to action in milliseconds. The platform features include real-time business decisions; zero-lag streaming aggregation; and monetized streaming data. Its customers include Openet, Huawei, Connexity, Nokia, Mitsubishi Electric, and others. Volt Active Data, formerly VoltDB, was founded in 2010 and is based in Bedford, Massachusetts.
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influxData
United StatesFounding Year: 2012Total Funding: $200.12Mhttps://www.influxdata.com/InfluxData is a time series, metrics, and analytics database. It is targeted at use cases for DevOps, metrics, sensor data, and analytics. It offers an open-source server agent named Telegraf that helps customers collect metrics from your stacks, sensors, and systems. The company was founded in 2012 and is based in San Francisco, California.
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Cockroach Labs
United StatesFounding Year: 2015Total Funding: $632.85Mhttps://www.cockroachlabs.com/Cockroach Labs enables developers to build scalable applications that can survive datacenter-scale outages. With strong consistency and transactions, Cockroach Labs frees developers to focus on what matters, instead of engineering solutions to database shortcomings. The company was founded in 2015 and is based in New York, New York.
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MariaDB Xpand
United StatesFounding Year: 2009Total Funding: $225.32Mhttps://mariadb.com/products/enterprise/xpand/MariaDB (NYSE: MRDB) provides open-source database solutions for SaaS, cloud, and on-premises applications that require availability, scalability, and performance. Its software uses pluggable, purpose-built storage engines to support workloads that previously required a variety of specialized databases delivering operational agility for businesses to focus on operations and reduce costs, constraints, and complexity related to proprietary databases. MariaDB was formerly known as SkySQI. The company was founded in 2009 and is based in Redwood City, California.
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Google Cloud Spanner
United StatesFounding Year: 2008https://cloud.google.com/spannerGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Timescale
United StatesFounding Year: 2015Total Funding: $181.06Mhttps://www.timescale.com/Timescale is an open-source time-series database specifically designed for ease of use and complex queries that is fully compatible with Postgres. The company focuses on developers and businesses working with machine data and IoT. The company was founded in 2015 and is based in New York, New York.
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PingCAP
ChinaFounding Year: 2015Total Funding: $335Mhttps://www.pingcap.com/PingCAP is a NewSQL database provider that develops TiDB, a popular open-source distributed Hybrid Transactional/Analytical Processing (HTAP) database.
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Dassault Systemes DuoDB
FranceFounding Year: 1983https://www.3ds.com/nuodb-distributed-sql-databaseDassault Systemes (Euronext: DSY) (OTC Pink: DASTY) develops 3D design, 3D digital mock-up, and product lifecycle management (PLM) software. It provides solutions for a wide range of industries including aerospace and defense, architecture, engineering, construction, consumer goods, retail, and more. It was founded in 1983 and is based in Velizy-Villacoublay, France.
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Real Time Databases
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Imply
United StatesFounding Year: 2015Total Funding: $215.3Mhttps://imply.io/Imply is a real-time analytics solution to store, query, and visualize event-driven data. It is built around Apache Druid, a widely-adopted open-source real-time analytics database architected to support streaming ingest and sub-second ad-hoc queries at scale. The company is based in Burlingame, California, and was founded in 2015.
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Clickhouse
United StatesFounding Year: 2021Total Funding: $300Mhttps://clickhouse.com/ClickHouse provides an open-source, column-oriented Online analytical processing (OLAP) database management system that allows users to generate analytical reports using SQL queries. The company was founded in 2021 and is based in Redwood City, California.
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Startree
United StatesFounding Year: 2019Total Funding: $75Mhttps://startree.ai/StarTree operates a real-time analytics platform to power both enterprise and user-facing analytics applications. Its platform helps its users manage their real-time analytics and allows them to onboard more data and applications across additional use cases. It was formerly known as CortexData. The firm was founded in 2019 and is based in Mountain View, California.
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Macrometa
United StatesFounding Year: 2017Total Funding: $65Mhttps://www.macrometa.com/Macrometa provides a managed service that helps developers create geo-distributed applications and application programming interface (API), with a distributed server-less, database management system. It computes runtime for event driven applications across several edge data centers. Marcometa caters to the IoT, retail, e-commerce, SaaS, telecommunications, gaming and more sectors. The company was founded in 2017 and is based in San Mateo, California.
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FeatureBase
United StatesFounding Year: 2017Total Funding: $33.76Mhttps://www.featurebase.com/FeatureBase offers a distributed, highly-scalable, real-time database available via open source or cloud that is designed to execute analytical queries with low latency regardless of throughput or query volumes. It is designed for workloads that require real-time analytics on data that is continuously updated through inserts, updates, or deletes. FeatureBase was formerly known as Molecula. The company was founded in 2017 and is based in Austin, Texas.
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SingleStore
United StatesFounding Year: 2011Total Funding: $464.12Mhttps://www.singlestore.com/SingleStore offers a scalable in-memory database that delivers speed and throughput advantages while retaining SQL and ACID compliance. By offering a familiar relational interface to an in-memory data tier, SingleStore empowers developers with the technology web-scale companies use to cope with massive traffic and growth. SingleStore offers orders of magnitude improvements in write and read performance and simplifies application development and maintenance. It was formerly known as MemSQL. The company was founded in 2011 and is based in San Francisco, California.
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ReadySet
United StatesFounding Year: 2020Total Funding: $33.9Mhttps://readyset.io/ReadySet provides a drop-in solution to the database performance problems that often arise when a company is in a phase of rapid growth, such as when dealing with large datasets, complicated queries, or high request volumes. To mitigate this problem today, developers must build in-house solutions based on custom query caching systems and read replica hierarchies. The resulting systems are complex, expensive, and prone to failures and outages. ReadySet was founded in 2020 and is based in Boston Massachusetts.
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Materialize
United StatesFounding Year: 2019Total Funding: $100Mhttps://materialize.com/Materialize is a SQL streaming database for building internal tools, interactive dashboards, and customer-facing experiences. The company was founded in 2019 and is based in New York, New York.
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Redis
United StatesFounding Year: 2011https://redis.com/Redis provides a real-time data platform. It offers solutions for enterprise caching, session management, leaderboards, fraud detection, deduplication, and more. It serves retail, gaming, healthcare, and other sectors. It was founded in 2011 and is based in Mountain View, California.
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KX
United KingdomFounding Year: 1993https://kx.com/Kx Systems provides software solutions that offer tools for the processing of real-time and historical data for trading, research, and smart meter data analysis. Kx offers kdb+, a column-store database with a built-in expressive query and programming language, q.
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Rockset
United StatesFounding Year: 2016Total Funding: $61.5Mhttps://rockset.com/Rockset is a data platform designed to simplify much of the processing to get to querying and application building faster.
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Altinity
United KingdomFounding Year: 2017Total Funding: $4Mhttps://altinity.com/Altinity is the commercial company behind the open-source ClickHouse data warehouse is an open-source SQL data warehouse to match the performance, maturity, and scalability of proprietary databases like Sybase IQ, Vertica, and Snowflake.
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Graph DBs
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TerminusDB
IrelandTotal Funding: $4.29Mhttps://terminusdb.com/TerminusDB is an open source model driven graph database for knowledge graph representation designed specifically for the web-age.
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Stardog
United StatesFounding Year: 2015Total Funding: $24.84Mhttps://www.stardog.com/Stardog uses smart graph technology to unify heterogeneous, disparate data across the enterprise. With Stardog, companies can unify data into a coherent graph-based model that allows business logic and data sources to evolve independently.
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neo4j
United StatesFounding Year: 2007Total Funding: $581.1Mhttps://neo4j.com/Neo4j provides websites, telcos, and bioinformatics research organizations a graph database to model and query connected data. The company, which also has a large ecosystem of partners and developers, operates offices in Germany, UK, France, Belgium, Sweden, and Malaysia.
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TigerGraph
United StatesFounding Year: 2012Total Funding: $174.04Mhttps://www.tigergraph.com/TigerGraph is a provider of a native complete, distributed and parallel graph database platform for enterprise applications, which powers real-time deep link analytics for enterprises with complex and colossal amounts of data, a cloud service and GraphStudio, a visual software development kit (SDK) designed for technical and non-technical users to create, explore and query graphs visually. The company was founded in 2012 and is based in Redwood City, California.
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Objectivity
United StatesTotal Funding: $15.2Mhttps://objectivity.com/resources/objectivitydb-10-product-introduction-and-strengths/Objectivity is a provider of distributed, real-time, SOA-enabled, service and embedded database management solutions for mission-critical applications. The company's flagship product, Objectivity/DB, is used by government, security, complex manufacturing, commercial services, science, and engineering organizations to increase speed, precision and productivity.
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Memgraph
United KingdomFounding Year: 2016Total Funding: $16.16Mhttps://memgraph.com/Memgraph is a scalable and enterprise-ready graph database. The memory optimized storage engine provides lock-free data structure and native query compiling. Bundled with import, data processing and visualization tools, it provides a complete ecosystem to tackle the future challenges of big data.
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IBM Graph
United StatesFounding Year: 1911https://www.ibm.com/analytics/ca/en/technology/cloud-data-services/graph/IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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ArangoDB
United StatesFounding Year: 2014Total Funding: $44.51Mhttps://www.arangodb.com/ArangoDB is an open-source database with a flexible data model for documents, graphs, and key-values. The company allows users to build high performance applications using a convenient SQL-like query language or JavaScript/Ruby extensions.
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Dgraph
United StatesFounding Year: 2016Total Funding: $20.5Mhttps://dgraph.io/DGRaph Labs offers an open source, native, and distributed graph database, developed for real-time, low-latency, and high throughput query flow. Its data distribution is designed to minimize the number of network calls, keeping them directly proportional to the complexity of a query, not the number of results. DGraph, which allows scaling a database from a single laptop to serving terabytes of structured data via commodity hardware, has been built to survive machine failures and partial data center collapses. It also provides joins, the most common operation for a graph database. The company was founded in 2016 and is based in Palo Alto, California.
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Oracle Graph
United StatesFounding Year: 1977https://www.oracle.com/Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.
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Amazon Neptune
United StatesFounding Year: 2006https://aws.amazon.com/neptune/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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GPU Databases
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Kinetica
United StatesFounding Year: 2016Total Funding: $77.4Mhttps://www.kinetica.com/Kinetica, formerly GPUdb, provides a distributed, in-memory database accelerated by GPUs, which delivers real-time actionable intelligence on large, complex and streaming data sets from IoT, transactions and other sources and allows organizations to ingest, explore, analyze and visualize streaming data within milliseconds.
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PG-Strom
United StatesFounding Year: 2008Total Funding: $350Mhttps://github.com/heterodb/pg-stromGitHub is a social network to share code with friends, co-workers, classmates, and strangers. Users have access to free public repositories, collaborator management, issue tracking, wikis, downloads, code review, graphs and more. The hosted service GitHub.com is free for open source projects and according to much of the developer community, it has helped to improve open source collaboration. On October 26, 2018, GitHub was acquired by Microsoft at a valuation of $7.5B.
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Heavy.ai
United StatesFounding Year: 2013Total Funding: $97.21Mhttps://www.heavy.ai/HEAVY.AI develops GPU-powered data analytics and visualization software platform that enables data analysts to interactively explore large datasets at high speed. The company's database is using Graphics Processing Units (GPUs) to allow SQL queries to be executed in parallel, yielding massive speedups over in-memory databases.
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Brytlyt
United KingdomFounding Year: 2013Total Funding: $9Mhttps://brytlyt.io/Brytlyt provides large telcos, retailers, and financial institutions with the SpotLyt tool to make sense of their data through analysis and visualization technology. Its GPU database works with patent-pending software built on PostgreSQL for high performance, high speed, high-quality visual analytics. The company can handle complex queries on billions of rows of data, delivering results in milliseconds in the form of user-friendly graphics, maps, and charts. With clear visual analysis, customers can interpret their end-users’ behavior in essential areas such as fraud prevention, attracting and retaining customers, network performance optimization and risk management, supporting decision-making, and improved outcomes.
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Sqream
United StatesFounding Year: 2010Total Funding: $76.8Mhttps://sqream.com/SQream Technologies provides organizations with a big data analytics SQL database. The GPU-powered platform enables enterprises to rapidly ingest and analyze their growing data.
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Vector Databases
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Zilliz
United StatesFounding Year: 2017Total Funding: $115Mhttps://zilliz.com/Zilliz provides an enterprise-ready vector database for AI applications. The company builds database technologies to help organizations rapidly create AI/ML applications, and unlock the potential of unstructured data. The company was founded in 2017 and is based in San Francisco, California.
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Twelve Labs
United StatesFounding Year: 2021Total Funding: $17.12Mhttps://twelvelabs.io/Twelve Labs provides a semantic search for videos through context-aware AI (Artificial Intelligence). Its platform uses AI to extract information from videos such as movement and actions, objects and people, sound, text on screen, and speech. The company was founded in 2021 and is based in San Francisco, California.
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qdrant
GermanyFounding Year: 2021https://qdrant.tech/Qdrant is an open-source vector similarity search engine. The company deploys it as an API service, providing a search for the nearest high-dimensional vectors. With Qdrant, embeddings or neural network encoders can be turned into full-fledged applications for matching, searching, recommending, and more. It was founded in 2021 and is based in Berlin, Germany.
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Chroma
United StatesFounding Year: 2022Total Funding: $18Mhttps://www.trychroma.com/Chroma is the AI native open-source embeddings database. Using embeddings, Chroma lets developers add state and memory to their AI-enabled applications.
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Pinecone
United StatesFounding Year: 2019Total Funding: $38Mhttps://www.pinecone.io/Pinecone is a fully managed vector database that provides performance without compromises. It lets engineers quickly build accurate, real-time ML applications and then launch or scale them with less overhead, dramatically cutting the time, cost, risk and effort.
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Weaviate
NetherlandsFounding Year: 2019Total Funding: $17.2Mhttps://weaviate.io/Weaviate develops and manages a cloud-native search engine that allows users to bring machine learning models to scale. It offers an open-source vector search engine that stores both objects and vectors and allows combining vector search with structured filtering with the fault-tolerance and scalability of a cloud-native database, all accessible through GraphQL, REST, and various language clients. It was formerly known as SeMi Technologies and changed its name to Weaviate in January 2023. The company was founded in 2019 and is based in Amsterdam, Netherlands.
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Database Abstraction
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Hasura
United StatesFounding Year: 2017Total Funding: $136.51Mhttps://hasura.io/Hasura is an API gateway with auth middleware. It features auto-renewing SSL, auth APIs and UI kit, and extensible to add providers. It allows users to create their own applications. The company was founded in 2017 and is based in San Francisco, California.
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Xata
United StatesFounding Year: 2021Total Funding: $35Mhttps://xata.io/Xata is a software company that offers a serverless database service for Jamstack applications. Its service is a combination of a document database with relations, an analytics engine, and a free-text search engine. It is based in Delaware, United States.
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Prisma
GermanyFounding Year: 2016Total Funding: $56.5Mhttps://www.prisma.io/Prisma is an open-source ORM for Node.js and TypeScript that helps developers build faster and make fewer errors. It supports JavaScript and TypeScript and has supported databases including PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, and more recently, MongoDB. The company was founded in 2016 and is based in Berlin, Germany.
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https://www.apollographql.com/

Apollo
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Supabase
SingaporeFounding Year: 2020Total Funding: $116.63Mhttps://supabase.com/Supabase develops an open-source alternative to Google's Firebase. The firm helps developers by providing a Postgres database with a self-documenting API based on the data inside. The company is based in Singapore and was founded in 2020.
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AppWrite
IsraelFounding Year: 2020Total Funding: $37Mhttps://appwrite.io/Appwrite is a self-hosted solution that provides developers with a set of easy-to-integrate REST APIs to manage core backend needs and assist application development through a flexible plug-and-play solution. Appwrite was founded in 2020 and is based in Tel Aviv, Israel.
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Convex
United StatesFounding Year: 2021Total Funding: $0.1Mhttps://www.convex.dev/Convex offers a global state management platform for web developers. Its platform allows users to create their own projects, store and sync the app's shared state, and watch the app update with automatic subscriptions. It was founded in 2021 and is based in San Francisco, California.
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SurrealDB
United KingdomFounding Year: 2021Total Funding: $6Mhttps://surrealdb.com/SurrealDB is a powerful multi-model database, built for the cloud, and designed to improve the development process of traditional and modern applications. It offers an SQL-style query language, real-time queries with highly-efficient related data retrieval, advanced security permissions for multi-tenant access, and support for performant analytical workloads. The company was founded in 2021 and is based in London, United Kingdom.
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Chiselstrike
CanadaFounding Year: 2021Total Funding: $7.1Mhttps://chiselstrike.com/ChiselStrike offers a data platform that allows frontend developers to easily build, customize, and scale their own backend infrastructure without having specialized, backend-specific knowledge. The company was founded in 2021 and is based in Kitchener, Ontario.
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Fauna
United StatesFounding Year: 2011Total Funding: $59.61Mhttps://fauna.com/homeFauna is a database for social and mobile applications. FaunaDB is a modern, adaptive operational database built from the ground up to help digital business scale, without compromising productivity or agility.
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ETL/ELT/Data Transformation
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Cdata
United StatesFounding Year: 2016Total Funding: $160Mhttps://www.cdata.com/CData Software provides data access and connectivity solutions. CData Software specializes in the development of drivers and data access technologies for real-time access to online or on-premise applications, databases, and Web APIs.
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Dataddo
United StatesFounding Year: 2015Total Funding: $5Mhttps://www.dataddo.com/Dataddo is a data integration platform for marketers, business owners, data analysts, sales representatives, finance officers, data engineers, and data scientists. It specializes in data integration, extraction, and analytics, data fabric, data management, cloud computing services and transforms data into actionable insights. The company was founded in 2015 and is based in Mountain View, California.
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Astera Centerprise
United StatesFounding Year: 1990https://www.astera.com/products/centerprise-data/Astera Software is focused on providing scalable solutions that enable businesses to spend less time on data extraction and integration, and more time on using the transformed data to make smarter business decisions and drive better business outcomes. Astera’s products allow users to improve operational efficiency and meet challenges of complex data extraction and integration in easy, no-code, drag-and-drop interfaces.Its products serve both business people and tech-savvy individuals who wish to increase efficiency in their data-related processes. It was founded in 1990 and is based in Westlake, California.
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Meltano
MexicoFounding Year: 2021Total Funding: $12.4Mhttps://meltano.com/Meltano is ELT (Extract, Load, Transform) for the DataOps era: open-source, self-hosted, CLI-first, debuggable, and extensible. Pipelines are code, ready to be version controlled, containerized and deployed continuously. Meltano lets users develop and test locally, then deploy in production along with the built-in airflow integration. Meltano was founded in 2021 and is based in Mexico.
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Talend
United StatesFounding Year: 2005Total Funding: $105.5Mhttps://www.talend.com/Talend provides integration that truly scales. From small projects to enterprise-wide implementations, Talend's highly-scalable data, application, and business process integration platform maximizes the value of an organization's information assets and optimizes return on investment through a usage-based subscription model.
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dbt Labs
United StatesFounding Year: 2016Total Funding: $415.9Mhttps://www.getdbt.com/dbt Labs helps data teams work directly within the warehouse to produce trusted datasets for reporting, ML modeling, and operational workflows.
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Portable
United StatesFounding Year: 2020Total Funding: $3.24Mhttps://portable.io/Portable offers an ELT platform to build connectors on-demand for data teams. The platform enables data teams and companies to access fully-managed connectors and custom development in a no-code solution. The company was founded in 2020 and is based New York, New York.
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Google Cloud Data Fusion
United StatesFounding Year: 2008https://cloud.google.com/data-fusionGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Hitachi Vantara Pentaho
United StatesFounding Year: 2017https://www.hitachivantara.com/en-us/products/dataops-software/data-integration-analytics.htmlHitachi Vantara, a wholly owned subsidiary of Hitachi, combines technology, intellectual property and industry knowledge to deliver data-managing solutions that help enterprises improve their customers' experiences, develop new revenue streams, and lower the costs of business. The firm's products include enterprise storage, industrial data & IoT management, Lumada data integration, object storage, virtual storage platforms, and EverFlex. It was founded in 2017 and is based in Santa Clara, California.
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Integrate.io
United StatesFounding Year: 2012https://www.integrate.io/Integrate.io is a data warehouse integration platform that provides a complete integration layer for turning a data warehouse into a data platform. It offers data analytics that requires no coding or deployment. It provides data security, data ingestion, reverse ETL, business intelligence, and more. It serves the e-commerce, media, travel, and healthcare industries. It was founded in 2012 and is based in San Francisco, California.
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Datorios
IsraelTotal Funding: $22Mhttps://datorios.com/Datorios is a unified data operations platform that aims to let users rapidly and dynamically build, adjust, and deploy their business and operational pipelines, using all data sources, reducing the dependency on data engineering, DevOps, and outside contractors leveraging the analyst and data privacy. Using no-code visual dev tools, the Datorios product seeks to assist businesses in building and deploying dataflow infrastructures. Customers can build their own data pipelines to handle a variety of transformations, combining on-premises and cloud solutions with current processes and databases.
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tamr
United StatesFounding Year: 2013Total Funding: $69.2Mhttps://www.tamr.com/Tamr connects and enriches the vast reserves of underutilized internal and external data, so enterprises can use all their data for analytics. Tamr combines machine learning algorithms with human insight to identify sources, understand relationships and curate the massive variety of siloed data. The company was formerly known as DataTamer and changed its name to Tamr. The company was founded in 2013 and is based in Cambridge, Massachusetts.
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Airbyte
United StatesFounding Year: 2020https://airbyte.com/Airbyte is an open-source data integration platform that syncs data from applications, APIs, and databases to data warehouses, lakes, and other destinations. The company was founded in 2020 and is based in San Francisco, California.
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Rivery
United StatesFounding Year: 2017Total Funding: $46.6Mhttps://rivery.io/Rivery offers a data ETL pipeline and integration platform service that allows businesses to aggregate, transform and automate their data systems in the cloud. Rivery provides a single end-to-end ELT (extract, load, transform) solution which covers key processes to create the optimal data stack: Ingestion, Transformation, Orchestration, and Reverse ETL. Teams can choose from the different modules to build their ideal data infrastructure. Rivery was founded in 2017 and is based in New York, New York.
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Azure Data Factory
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/data-factory/Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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Hevo Data
United StatesFounding Year: 2017Total Funding: $44.5Mhttps://hevodata.com/Hevo Data is a fully automated, no-code data pipeline platform that helps organizations leverage data effortlessly. Hevo's end-to-end data pipeline platform enables users to pull data from all sources to the warehouse and run transformations for analytics to generate real-time data-driven business insights. The platform supports ready-to-use integrations across databases, SaaS applications, cloud storage, SDKs, and streaming services. The company was founded in 2017 and is based in San Francisco, California.
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Stitch
United StatesFounding Year: 2016https://www.stitchdata.com/Stitch is an ETL service built for developers. It connects to tools like Salesforce and Facebook Ads, and consolidates that data into a central location where it's ready for analysis.
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Kleene
United KingdomFounding Year: 2017Total Funding: $15.5Mhttps://www.kleene.ai/Kleene's user interface allows data transformations and modelling to be created and orchestrated with no data engineering required.
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Matillion
United KingdomFounding Year: 2011Total Funding: $310.32Mhttps://www.matillion.com/Matillion provides data integration and transformation solution for cloud and cloud data warehouses. Its solutions include data transformation, data analytics, data integration, data lakes, data preparation, and data governance. The company serves enterprises and small and midsize businesses (SMBs). Matillion was founded in 2011 and is based in Altrincham, U.K.
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Alteryx
United StatesFounding Year: 2010Total Funding: $163Mhttps://www.alteryx.com/Alteryx (NYSE: AYX) serves the self-service data analytics movement with a platform that can discover, prep, and analyze data, then deploy and share analytics at scale for deeper insights. The company was founded in 2010 and is based in Irvine, California.
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Coalesce
United StatesFounding Year: 2020Total Funding: $31.92Mhttps://coalesce.io/Coalesce provides a data transformation platform that simplifies the modeling, cleansing, governance, and documentation of data by bringing efficiency and flexibility to the analytics landscape and increasing data engineer productivity and insights to tackle today’s data-intensive architectures. The company was founded in 2020 and is based in San Francisco, California.
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Fivetran
United StatesFounding Year: 2012Total Funding: $728.02Mhttps://www.fivetran.com/Fivetran fully automated connectors sync data from cloud applications, databases, event logs and more into the data warehouse.
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AWS Glue
United StatesFounding Year: 2006https://aws.amazon.com/glue/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Prophecy
United StatesFounding Year: 2017Total Funding: $34.35Mhttps://www.prophecy.io/Prophecy.io is a low-code data engineering platform. Prophecy.io democratizes the development and deployment of high-quality data pipelines, combining visual development with agile software engineering best practices.
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Reverse ETL
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Rudderstack
United StatesFounding Year: 2019Total Funding: $82Mhttps://www.rudderstack.com/RudderStack is a customer data infrastructure for routing and processing event data from apps and websites to data warehouses and cloud apps.
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MessageGears
United StatesFounding Year: 2007Total Funding: $80.33Mhttps://messagegears.com/MessageGears offers cloud-based email delivery and tracking services to businesses. Its technology runs partly on-premises, connects an enterprise company's database, and gives customers secure access to marketing data. It offers solutions such as segmentation, messaging, personalization, and more services. It caters its services to retail, technology, finance, and more sectors. The company was founded in 2007 and is based in Atlanta, Georgia.
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Polytomic
United StatesTotal Funding: $2.53Mhttps://www.polytomic.com/Polytomic helps to sync internal data to your business systems.
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Hightouch
United StatesFounding Year: 2018Total Funding: $54.3Mhttps://hightouch.com/Hightouch is a data platform that helps businesses sync their customer data from their data warehouse to their CRM, marketing, and support tools. Per the company, it aims to help clients get their data out of a data warehouse and into applications via a process it dubs “reverse ETL.” The company was founded in 2018 and is based in San Francisco, California.
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Census
United StatesFounding Year: 2018Total Funding: $80.3Mhttps://www.getcensus.com/Census is a data automation platform that syncs data warehouses with relevant apps.
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Octolis
FranceFounding Year: 2020https://octolis.com/Octolis develops a customer data management platform. Its platform offers software to unify, score, and synchronize customer data that allows members to understand the customer base, normalize data, manage the data life cycle, and create a calculated field for better targeting. The company was founded in 2020 and is based in Saint-Mande, France.
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Data Integration
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import.io
United StatesFounding Year: 2012Total Funding: $32.4Mhttps://www.import.io/Import.io is a cloud-based big data platform that specializes in the conversion of the web into a database. It allows companies, developers, and coders to extract, connect and fuse disparate sources of data from the web on sectors such as consumer goods and retail, travel, and hospitality, events and tickets, and marketplaces. It caters its solutions to analytics providers, brands, and retailers. The company was founded in 2012 and is based in Campbell, California.
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StreamSets
United StatesFounding Year: 2014Total Funding: $77.75Mhttps://streamsets.com/StreamSets provides data ingest technology for big data applications. Its enterprise-grade infrastructure accelerates data analysis and decision-making by bringing unprecedented transparency and event processing to data in motion. On February 28th, 2022, StreamSets was acquired by Software AG. The terms of the transaction were not disclosed.
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Flatfile
United StatesFounding Year: 2018Total Funding: $94.71Mhttps://flatfile.com/Flatfile plugs into any web app and provides data importing solutions. It uses AI to map and resolve schema with files such as spreadsheets and CSVs. When the algorithms encounter an anomaly or a data type they can’t process automatically, they prompt customers to make a decision and then add that scenario to a database for future reference. It develops a software development kit that allows developers to build on top of Flatfile’s components to access import, match, merge and export functions. The company was founded in 2018 and is based in Denver, Colorado.
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Informatica
United StatesFounding Year: 1993Total Funding: $18.6Mhttps://www.informatica.com/Informatica Corporation (NYSE: INFA) is a provider of enterprise data integration software and services. With Informatica, companies can gain greater business value by integrating all their information assets from across the enterprise. More than 2,900 companies worldwide rely on Informatica to reduce the cost and expedite the time to address data integration needs of any complexity and scale.
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Boomi
United StatesFounding Year: 2000Total Funding: $4.25Mhttps://boomi.com/Boomi AtomSphere is an integration service that is fully on-demand and connects any combination of Software-as-a-Service (SaaS), cloud, and on-premise applications without the burden of installing and maintaining software packages or appliances.
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Sequentum
United StatesFounding Year: 2014https://www.sequentum.com/Sequentum is a software development company which focuses on web data extraction and web automation technologies, and provides related consulting and managed data services. The company's software significantly reduces the time, effort and cost of precise web data extraction at scale while bringing reliability and accuracy to the data extraction process.
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NextData
United StatesFounding Year: 2022https://www.nextdata.com/Nextdata provides various data-related services such as data product containers, analytic data product APIs, embedded computational policies, and data product discovery. The company was founded in 2022 and is based in California.
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Snowplow
United KingdomFounding Year: 2012Total Funding: $55.14Mhttps://snowplow.io/Snowplow has created a fully managed platform for creating behavioral data that’s used by companies to power artificial intelligence, machine learning and advanced analytics applications. With the Snowplow Behavioral Data Platform, data teams can access behavioral data that’s created, modeled and customized for the specific application they’re building. Snowplow was founded in 2012 and is based in London, England.
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Twilio Segment
United StatesFounding Year: 2011Total Funding: $281.72Mhttps://segment.com/twilio/Segment is a platform for collecting customer data wherever it's generated - website, mobile app, servers, and more - and sending it to third-party tools, internal systems, or SQL databases with the flip of a switch. By consolidating data tracking to a single API, Segment saves engineers' time integrating new tools, eliminates data discrepancies, and democratizes data access across organizations. On October 12th, 2020, Segment was acquired by Twilio for a valuation of $3.2B.
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Freshpaint
United StatesFounding Year: 2019Total Funding: $16.3Mhttps://www.freshpaint.io/Freshpaint is a data platform that connects and standardizes customer data from sites or apps to marketing and analytics tools. Its auto-track system collects all pageviews and clicks across a user's site to allow them to push data into analytical tools to eliminate inefficiencies in manually tracking metrics. Its solutions include auto track, precision track, Application Programming Interface (API) identity resolution, time machine, and replay solutions. The company was founded in 2019 and is based in San Francisco.
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tray.io
United StatesFounding Year: 2012Total Funding: $149.12Mhttps://tray.io/Tray.io offers a low-code automation platform that can turn unique business processes into repeatable and scalable workflows that evolve whenever business needs change. The self-service platform enables users to build integrations using any API and connect enterprise applications at scale without incremental costs. The platform has applications in areas such as eCommerce, IT, marketing, marketing ops, product, sales, and sales ops. The company was founded in 2012 and is based in San Francisco, California.
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SAP Data Services
GermanyFounding Year: 1972https://www.sap.com/products/technology-platform/data-services.htmlSAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.
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Crux Data
United StatesFounding Year: 2017Total Funding: $116Mhttps://www.cruxdata.com/Crux Informatics offers data engineering and information supply chain operation services that aim to help companies reduce the effort and money spent acquiring, exploring, and processing data. It implements and operates the data processing pipelines they create for its customers' requirements. It delivers solutions such as cloud migration, supply chain, and data integration solutions. The company was founded in 2017 and is based in San Francisco, California.
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Tealium
United StatesFounding Year: 2008Total Funding: $263.9Mhttps://tealium.com/Tealium develops a customer data platform, comprised of an enterprise tag management solution, omnichannel customer segmentation and action engine, and suite of rich data services, creating a vendor-neutral data foundation that spans web, mobile, offline, and IoT. The firm primarily serves financial services, healthcare, retail, sports & entertainment, and hospitality industries. It was founded in 2008 and is based in San Diego, California.
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Celigo
United StatesFounding Year: 2005Total Funding: $79.83Mhttps://www.celigo.com/Celigo offers iPaaS integration that can be used to easily and quickly create customized integrations using intuitive wizards to guide business and IT users. Celigo's Integration Apps (formerly SmartConnectors) are prebuilt, full integrations between multiple applications, such as NetSuite, Salesforce, Shopify, Amazon, Jira, Zendesk, and many other popular applications.
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Bobsled
United StatesFounding Year: 2021https://bobsled.it/Bobsled is a developer of a data-sharing platform intended for a no-code experience connecting any cloud, platform, or region. The platform manages all aspects such as distribution, updates, versioning, entitlements, telemetry, and more, from any cloud to any destination, enabling clients to choose the right data, update it at the right time, and deliver it to the right place, all from an intuitive web interface. It was founded in 2021 and is based in Los Angeles, California.
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SnapLogic
United StatesFounding Year: 2006Total Funding: $397.86Mhttps://www.snaplogic.com/SnapLogic specializes in self-service integration. The company's cloud-based platform makes it fast and easy to connect data, applications, and devices, eliminating business silos and technology bottlenecks to accelerate digital business.
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InfoWorks
United StatesFounding Year: 2014Total Funding: $85.72Mhttps://www.infoworks.io/InfoWorkshas developed a Dynamic Data Warehousing (DDW) platform on Hadoop. The Infoworks DDW platform provides a high-performance and shared data repository that supports all enterprise analytics on Hadoop through software automation and intelligent data organization.
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MuleSoft
United StatesFounding Year: 2006Total Funding: $258.5Mhttps://www.mulesoft.com/MuleSoft provides an integration platform for connecting SaaS and enterprise applications in the cloud and on-premise. MuleSoft's Anypoint technology eliminates costly, time-intensive point-to-point integration, enabling business agility. Delivered as a packaged integration experience, Mule iON and Mule ESB are built on open source technology for fast, reliable integration without vendor lock-in. In March 2018, MuleSoft was acquired by Salesforce for $6.86B.
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Qlik
United StatesFounding Year: 1993Total Funding: $12.5Mhttps://www.qlik.com/us/Qlik specializes in data discovery and user-driven business intelligence, delivering solutions ranging from reporting and self-service visual analysis to guided, embedded, and custom analytics, regardless of where data is located.
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Denodo
United StatesFounding Year: 1999https://www.denodo.com/enDenodo is the leader in data virtualization providing agile, high performance data integration and data abstraction across the broadest range of enterprise, cloud, big data, unstructured data sources and real-time data services at half the cost of traditional approaches. Denodo's customers across every major industry have gained significant business agility and ROI by enabling faster and easier access to unified business information for agile BI, big data analytics, Web and cloud integration, single-view applications, and enterprise data services.
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Data Governance & Catalog
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ALTR
United StatesFounding Year: 2014Total Funding: $30Mhttps://www.altr.com/ALTR provides a data-security platform that unleashes the cybersecurity benefits of blockchain. Built on ALTRchain, a high-performance, enterprise-grade blockchain technology for ultra-secure data access and storage, the ALTR platform allows organizations to monitor, access and store critical information.
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Alation
United StatesFounding Year: 2012Total Funding: $315Mhttps://www.alation.com/Alation is a company that specializes in enterprise data intelligence solutions, including data search & discovery, data governance, data stewardship, analytics, and digital transformation. With its Behavioral Analysis Engine, inbuilt collaboration capabilities, and open interfaces, Alation combines machine learning with human insight to tackle demanding challenges in data and metadata management. Alation serves enterprises across a wide range of industries. It was founded in 2012 and is based in Redwood City, California.
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Metaphor
United StatesFounding Year: 2020https://metaphor.io/Metaphor provides a system of record for users' data ecosystems unifying data assets into a single searchable catalog.
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IBM
United StatesFounding Year: 1911https://www.ibm.com/us-en/IBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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Ataccama
CanadaFounding Year: 2007Total Funding: $150Mhttps://www.ataccama.com/Ataccama is a unified data management platform provider. Combining data governance, data catalog, data quality, and master data management into a single, AI-powered fabric across hybrid and cloud environments, Ataccama gives businesses and data teams the ability to scale and accelerate business outcomes while maintaining the trust, security, and governance of data. Financial, commercial, and government organizations use Ataccama's solutions to execute and deliver business benefits. The company was founded in 2007 and is based in Toronto, Ontario.
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Skyhigh Security
United StatesFounding Year: 2022https://www.skyhighsecurity.com/en-us/Skyhigh Security is a name for the McAfee Enterprise security service edge business. McAfee is a security technology company, headquartered in Santa Clara, California, that delivers proactive and proven solutions and services that secure systems and networks.
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ObservePoint
United StatesTotal Funding: $32.52Mhttps://www.observepoint.com/ObservePoint provides an enterprise data quality assurance platform that maximizes return on marketing technology by identifying, analyzing, and testing Javascript-based technologies deployed on websites. Organizations leverage ObservePoint technology to improve data quality, provide transparency into data collection methods, and monitor and systematically protect vital business metrics.
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Demyst
United StatesFounding Year: 2010Total Funding: $25.18Mhttps://demyst.com/DemystData helps financial institutions optimize customer interactions through improved access to information. The company brings together online, social, and internal company data to create more comprehensive profiles and refined customer predictions.
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Stratio
SpainFounding Year: 2014Total Funding: $81.6Mhttps://www.stratio.com/homeStratio offers data intelligence solutions for the banking, energy, healthcare, insurance, and retail sectors. It offers cloud adoption-assisted mapping, ontologies and knowledge graphs, data marketplace, augmented analytics AI and ML suite, and an on-demand application. The company was founded in 2014 and is based in Madrid, Spain.
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Collibra
BelgiumFounding Year: 2008Total Funding: $595.9Mhttps://www.collibra.com/us/enCollibra is a data governance and intelligence platform that helps businesses unlock insights from disparate data sources. The company offers various products that allow both technical and business users to collaborate and combine data silos to find hidden meaning in their wealth of information.
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Securiti
United StatesFounding Year: 2019Total Funding: $156Mhttps://securiti.ai/Securiti offers a data privacy, security, governance, and compliance platform that creates a layer of unified data intelligence and controls across all major public clouds, data clouds, SaaS, and private clouds. The company serves organizations globally. The company was founded in 2019 and is based in San Jose, California.
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Immuta
United StatesFounding Year: 2015Total Funding: $259.5Mhttps://www.immuta.com/Immuta helps organizations unlock value from their cloud data by providing an integrated Data Security Platform for sensitive data discovery and classification, security and access control, and activity monitoring. The company was founded in 2015 and is based in Boston, Massachusetts
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Atlan
United StatesFounding Year: 2018Total Funding: $70Mhttps://atlan.com/Atlan is a modern data collaboration workspace similar to Github for engineering or Figma for design. By acting as a virtual hub for data assets ranging from tables and dashboards to models & code, Atlan enables teams to create a single source of truth for all their data assets and collaborate across the modern data stack through deep integrations with tools like Slack, BI tools, data science tools, and more.
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Okera
United StatesFounding Year: 2016Total Funding: $29.6Mhttps://www.okera.com/Okera is a software provider that enables the management of data access and governance at scale for the modern heterogeneous data environment. Okera's Active Data Access Platform allows agility and governance to co-exist and gives data producers, consumers, and stewards the confidence to unlock the power of their data for growth. This unique, enterprise-wide platform facilitates the provisioning, accessing, governing, and auditing of data in the multi-cloud, multi-data format, and multi-tool world.
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Solidatus
United KingdomFounding Year: 2017Total Funding: $19.35Mhttps://www.solidatus.com/Solidatus is a data lineage and visualization tool application that allows organizations to rapidly discover, visualize, and understand how data flows through their systems. The company was founded in 2017 and is based in London, England.
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Acryl Data
United StatesFounding Year: 2020Total Funding: $9Mhttps://www.acryldata.io/Acryl Data’s vision is to empower data teams with extreme productivity, using trusted, compliant data through a metadata platform.
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Informatica
United StatesFounding Year: 1993Total Funding: $18.6Mhttps://www.informatica.com/Informatica Corporation (NYSE: INFA) is a provider of enterprise data integration software and services. With Informatica, companies can gain greater business value by integrating all their information assets from across the enterprise. More than 2,900 companies worldwide rely on Informatica to reduce the cost and expedite the time to address data integration needs of any complexity and scale.
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Secoda
CanadaFounding Year: 2021Total Funding: $2.28Mhttps://www.secoda.co/Secoda offers digital collaborative knowledge management tools specializing in metadata, queries, charts and documentation sharing.
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Stemma
United StatesFounding Year: 2020Total Funding: $4.8Mhttps://www.stemma.ai/Stemma is a fully managed data catalog powered by Amundsen, an open-source data catalog.
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Select Star
United StatesFounding Year: 2020Total Funding: $17.5Mhttps://www.selectstar.com/Select Star builds an automated, and intelligent data discovery platform. It offers a full-text search that allows users to find data and identify which columns of a dataset are most used by applications within a company and are referenced in queries. The company was founded in 2020 and is based in San Franciso, California.
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Orion
United StatesFounding Year: 2017https://www.oriongovernance.com/Orion Governance offers an automated data governance platform. The company's software and metadata harvester automatically merge structured, unstructured, and legacy data into a single data center and use it to compile an end-to-end data lineage map on a real-time basis. The company also provides consulting and implementation support and services in the industries of financial services, retail, software, healthcare, airlines, and more. It was founded in 2017 and is based in San Mateo, California.
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Raito
BelgiumFounding Year: 2021https://www.raito.io/Raito is a software development company. It develops a data protection platform to manage data access across all databases and dashboards. It simplifies access management without sacrificing performance with the automated policy manager and open-source connectors, enabling users to share their data without having to worry about unauthorized access. It was founded in 2021 and is based in Woluwe-Saint-Pierre, Belgium.
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Data.world
United StatesFounding Year: 2016Total Funding: $131.75Mhttps://data.world/Data.World provides a platform that allows people to solve complex, academic, commercial, and societal problems. Users can find relevant data from a wide range of sources, manage numerous file formats, understand the data's meaning in ways that can be enhanced and shared, and contribute to and discuss data to trigger collaboration. Data.World was founded in 2016 and is based in Austin, Texas.
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Modern Data Company
United StatesFounding Year: 2018https://themoderndatacompany.com/The Modern Data Company develops a data operating system to remove complexity the data ecosystem. It simplifies how organizations manage, access, and interact with data. The company provides data operations for retail and consumer packaged goods, distribution, environmental, social, governance, technology companies, and more. It was founded in 2018 and is based in Palo Alto, California.
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Hitachi Vantara
United StatesFounding Year: 2017https://www.hitachivantara.com/en-usHitachi Vantara, a wholly owned subsidiary of Hitachi, combines technology, intellectual property and industry knowledge to deliver data-managing solutions that help enterprises improve their customers' experiences, develop new revenue streams, and lower the costs of business. The firm's products include enterprise storage, industrial data & IoT management, Lumada data integration, object storage, virtual storage platforms, and EverFlex. It was founded in 2017 and is based in Santa Clara, California.
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Castor
FranceFounding Year: 2020Total Funding: $23.5Mhttps://www.castordoc.com/Castor operates a data catalog platform. It provides enterprise users with tools to collect, discover, understand and use datasets according to business needs. The solution automatically documents datasets and provides an overview of the entire data environment, giving employees the ability to search through all available data assets in the company. It was founded in 2020 and is based in Paris, France.
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SailPoint
United StatesFounding Year: 2005Total Funding: $26.08Mhttps://www.sailpoint.com/SailPoint (SV7:FRA) provides an identity security cloud platform that discovers, manages, and secures identities and access. Through its AI-driven intelligence, SaaS-based security, cloud access management, file access management, password management, and real-time access risk analysis it enables the enterprises to gain complete access visibility to all their systems. The company was founded in 2005 and is based in Austin, Texas. In August 2022, SailPoint was acquired by Thoma Bravo at a valuation of $6.9B.
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Infrastructure - Orchestration
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Akuity
United StatesFounding Year: 2021Total Funding: $24.5Mhttps://akuity.io/Akuity provides solutions that empower DevOps engineers to deliver applications more simply, more safely, and faster. It is powered by Argo, the open-source suite of Kubernetes-native application delivery software. The company was founded in 2021 and is based in Sunnyvale, California.
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Google Cloud Workflows
United StatesFounding Year: 2008https://cloud.google.com/workflowsGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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AWS Step Functions
United StatesFounding Year: 2006https://aws.amazon.com/step-functions/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Astronomer
United StatesFounding Year: 2018Total Funding: $224.16Mhttps://www.astronomer.io/Astronomer develops data orchestration solutions based on Apache Airflow. The company's suite of products and services include Astronomer Cloud, a multi-tenant, multi-cloud Airflow as a Service and Astronomer Enterprise, a Kubernetes-native platform to easily deploy, manage, and scale distributed Airflow services.
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Prefect
United StatesFounding Year: 2018Total Funding: $46Mhttps://www.prefect.io/Prefect Technologies is a workflow management system designed for modern infrastructure and powered by the open-source Prefect Core workflow engine.
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Outerbounds
United StatesFounding Year: 2001Total Funding: $1.5Mhttps://outerbounds.com/Provider of full service application hosting and professional services specializing in complete end-to-end solutions. The company offers complete IT outsourcing, ISV hosting solutions, PC-lifecycle management, and electronic software distribution. The company develops and implements enterprise-wide solutions for server-based application deployment, thin-client, network security, wireless connectivity, and other networking solutions. The professional services encompass consulting, system design and integration, certified training, and support.
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Mage
United StatesFounding Year: 2020Total Funding: $6.3Mhttps://www.mage.ai/Mage offers digital AI solutions to build, improve, and integrate AI models into apps.
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Union.ai
United StatesFounding Year: 2021Total Funding: $10Mhttps://www.union.ai/Union.ai is the developer of Flyte, a platform for programming and processing concurrent AI and data analytics workflows. It was founded in 2021 and is based in Seattle, Washington.
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Microsoft Azure Data Factory
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/data-factory/Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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https://www.elementl.com/
Elementl
United StatesElementl is a software solution company. The company offers a system for building modern data applications. It is based in San Francisco, California.
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Data Quality & Observability
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Validio
SwedenFounding Year: 2019Total Funding: $16.4Mhttps://validio.io/Validio is a SaaS company that offers a cloud-based solution for enterprise customers for real-time validation, monitoring and cleaning of big data. The platform aims to help data teams eliminate bad data through monitoring, validation and cleaning of data in real time streams and batches. It was founded in 2019 and is based in Stockholm, Sweden.
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Timeseer
BelgiumFounding Year: 2020Total Funding: $6Mhttps://www.timeseer.ai/Timeseer offers a time-series data reliability and observability platform that automates the overall data orchestration throughout and organization to deliver on-demand data to organizational customers.
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Monte Carlo
United StatesFounding Year: 2019Total Funding: $236Mhttps://www.montecarlodata.com/Monte Carlo is on a mission to accelerate the adoption of data by minimizing data downtime. It solves the costly problem of broken data through its fully automated, SOC-2 Type II-certified Data Observability platform. The company monitors, alerts, resolves, and prevents data quality issues, helping data teams across various industries achieve data reliability. Monte Carlo was founded in 2019 and is based in San Francisco, California.
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Talend
United StatesFounding Year: 2005Total Funding: $105.5Mhttps://www.talend.com/Talend provides integration that truly scales. From small projects to enterprise-wide implementations, Talend's highly-scalable data, application, and business process integration platform maximizes the value of an organization's information assets and optimizes return on investment through a usage-based subscription model.
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Lightup
United StatesFounding Year: 2019Total Funding: $4.75Mhttps://www.lightup.ai/Lightup enables data-driven businesses to achieve their full potential. The platform allows businesses the ability to continuously measure the performance of their data-driven operations at fine granularity across the entire pipeline. Lightup is enabling businesses to continuously track vitals of their data-driven operations at the finest granularity, catch problems before their customers do, and fix them before they impact the business.
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Datafold
United StatesFounding Year: 2020Total Funding: $22.23Mhttps://www.datafold.com/Datafold automates data engineering workflows such as data quality monitoring.
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Collibra
BelgiumFounding Year: 2008Total Funding: $595.9Mhttps://www.collibra.com/us/enCollibra is a data governance and intelligence platform that helps businesses unlock insights from disparate data sources. The company offers various products that allow both technical and business users to collaborate and combine data silos to find hidden meaning in their wealth of information.
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Great Expectations
United StatesFounding Year: 2017https://greatexpectations.io/Great Expectations is a tool for validating, documenting, and profiling data to maintain quality and improve communication between teams. Its features include expectations, tests are docs and docs are tests, automated data profiling, battery-included data validation, pluggable and extensible. It was founded in 2017 and is based in San Francisco, California.
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https://www.siffletdata.com/
Sifflet
FranceSifflet is a cloud-native solution aimed at helping organizations make the most of their data. The company's platform handles the complex process of connecting to different data sources and adapts instantly to the data volumes, enabling every type and size of business to make data management more accessible. It was founded in 2021 and is based in Paris, France.
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Manta
United StatesFounding Year: 2015Total Funding: $52Mhttps://getmanta.com/Manta is a tool for the automatic analysis of information flows in business intelligence, enabling companies to automate data flow mapping in complex environments. The tool can optimize systems, reduce development costs, perform impact analyses, and comply with regulatory requirements such as GDPR, CCAR, or HIPAA. It caters to companies across all industries, such as healthcare, banking, and more. Manta was founded in 2015 and is based in New York, New York.
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Bigeye
United StatesFounding Year: 2019Total Funding: $66Mhttps://www.bigeye.com/Bigeye provides software that makes it easy for teams to see whether data is precise.
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Unravel Data
United StatesFounding Year: 2016Total Funding: $107.86Mhttps://www.unraveldata.com/> Unravel Data radically transforms the way businesses understand and optimize the performance and cost of their modern data applications – and the complex data pipelines that power those applications. Providing a unified view across the entire data stack, Unravel’s market-leading data observability platform leverages AI, machine learning, and advanced analytics to provide modern data teams with the actionable recommendations they need to turn data into insights.
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Soda
BelgiumFounding Year: 2018Total Funding: $14.43Mhttps://www.soda.io/SodaData is a data monitoring platform for data owners, data engineers and data analytics teams. It's an easy-to-use, collaborative environment that tells users about important data events in real-time, across your data infrastructure.
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Synq
United KingdomFounding Year: 2022Total Funding: $3.5Mhttps://www.synq.io/Synq is a platform helping data practitioners build reliability throughout the entire development life-cycle, from planning to production.
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Acceldata
United StatesFounding Year: 2018Total Funding: $95.56Mhttps://www.acceldata.io/Acceldata provides a big data APM (Application performance management) solution assisting enterprises to optimize data lake operations, predicting failures, and troubleshooting. It provides insights into application performance, detects anomalies and alerts which can be used by data engineers, architects, and cluster operators. Acceldata analyzes performance bottlenecks and generates recommendations for remediation. The company was founded in 2018 and is based in San Jose, California.
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Metaplane
United StatesFounding Year: 2020Total Funding: $8.4Mhttps://www.metaplane.dev/Metaplane provides metadata cataloging and management solutions. The company specializes in interfaces for discovery, curation, annotation, application programming interface (API) integration, data centralization, deployments, and many more. It was founded in 2020 and is based in Boston, Massachusetts.
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Precisely
United StatesFounding Year: 1992Total Funding: $125Mhttps://www.precisely.com/Precisely specializes in data integrity, providing accuracy and consistency in data for customers in more than 100 countries. Precisely’s data integration, data quality, location intelligence, and data enrichment products power better business decisions to create better outcomes. The company was founded in 1992 and is based in Burlington, Massachusetts.
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Anomalo
United StatesFounding Year: 2018Total Funding: $38.95Mhttps://www.anomalo.com/Anomalo provides data validation and documentation services for developers.
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Databand
IsraelFounding Year: 2019Total Funding: $14.83Mhttps://databand.ai/Databand develops a software platform for agile machine learning development. The company is developing a framework that aims to offer cross-team standardization and complete visibility for project stakeholders. The company was founded in 2019 and is based in Tel Aviv, Israel. As of July 6th, 2022, Databand was acquired by IBM. The terms of the transaction were not disclosed.
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Fully Managed
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Keboola
Czech RepublicFounding Year: 2017Total Funding: $4.5Mhttps://www.keboola.com/Keboola provides a cloud-based data platform that helps clients combine, enhance and publish crucial information for their internal analytics projects and data products. It offers a flow builder, data catalog, integrations, data science, development branches, and other tools. It primarily caters to eCommerce, financial services, restaurants, retail, car dealership, marketing agencies, and other companies. The company was founded in 2017 and is based in Prague 7, Czech Republic.
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Adverity
AustriaFounding Year: 2014Total Funding: $167.7Mhttps://www.adverity.com/Adverity offers a marketing and ETL platform that can connect and manage data sources, create data stack with data normalization, and calculate and clean up functionalities.
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Y42
GermanyFounding Year: 2020Total Funding: $33.9Mhttps://www.y42.com/Y42 is a no-code business intelligence platform for loading, cleaning, connecting, visualizing, and sharing data. It offers a data platform that allows the user to set up a stacked platform without engineering investment from integrating data sources to automating data pipelines and dashboards. The platform caters its services to SaaS, marketing agencies, and eCommerce sectors. The company was founded in 2020 and is based in Berlin, Germany.
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5X
SingaporeFounding Year: 2020https://5x.co/5x integrates different data technology vendors to create a data platform specific to the business. The company enables other companies to answer business questions without having to worry about building data infrastructure. It was founded in 2020 and is based in Singapore, Singapore.
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Mozart Data
United StatesFounding Year: 2020Total Funding: $19.13Mhttps://www.mozartdata.com/Mozart Data is a one-stop-shop for setting up and optimizing a modern data platform. If users have data spread across a variety of SaaS tools like Shopify, Salesforce, or Zendesk, Mozart collects and organizes that data, making it accessible in whichever data visualization tool they like. The company was founded in 2020 and is based in San Francisco, California.
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Data Virtuality
GermanyTotal Funding: $1.22Mhttps://datavirtuality.com/en/datavirtuality is a B2B software that integrates the variety of Big Data. It acts as an intelligent data hub - connecting any data, any system, any time.
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https://www.fruitiondata.com/

Fruition Data
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Nexla
United StatesFounding Year: 2016Total Funding: $15.57Mhttps://www.nexla.com/Nexla provides a data operations platform that manages inter-company data collaboration, securely. It automates data operations so companies can derive value from their data with minimal engineering required. It allows business users to send, receive, transform, and monitor data in their preferred format via an easy-to-use web interface. The company was founded in 2016 and is based in Millbrae, California.
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MGMT/Monitoring
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Veeam
SwitzerlandFounding Year: 2006Total Funding: $500Mhttps://www.veeam.com/Veeam Software is an information technology company that develops backup, disaster recovery and data management software for virtual, physical and cloud-based workloads. On January 9, 2020, Veeam Software was acquired by Insight Partners at a valuation between $5000-5548.37M.
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https://marketplace.cloud.vmware.com/services/details/wavefront-by-vmware-always-the-latest/?slug=true

Wavefront
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Datadog
United StatesFounding Year: 2010Total Funding: $147.09Mhttps://www.datadoghq.com/Datadog (NASDAQ: DDOG) offers a monitoring and security platform for developers, information technology operations teams, and business users available in the cloud. The company collects data from servers, databases, applications, tools, and services to present a unified view of the infrastructure. These capabilities are provided on a SaaS-based monitoring and data analytics platform that enables multiple teams to work collaboratively on the infrastructure to avoid downtime, resolve performance problems and ensure that development and deployment cycles finish on time. The company was founded in 2010 and is based in New York, New York.
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VMWare Aria
United StatesFounding Year: 1998Total Funding: $394.5Mhttps://www.vmware.com/products/aria.htmlVMware (NYSE: VMW) is a cloud computing and virtualization technology company that enables organizations to build, run, manage and secure their apps across clouds. It serves the banking, healthcare, government, retail, telecommunications, manufacturing, and transportation industries. The company was founded in 1998 and is based in Palo Alto, California.
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DataSet
United StatesFounding Year: 2011https://www.dataset.com/solutions/aws-monitoring/DataSet operates as a cloud-based platform built for live or historical data, at a petabyte scale. It processes live data in real time and delivers log management, data analytics, data queries, insights, and more. It was founded in 2011 and is based in Mountain View, California.
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honeycomb.io
United StatesFounding Year: 2016Total Funding: $96.9Mhttps://www.honeycomb.io/Honeycomb is an infrastructure monitoring startup that has built a cloud service for monitoring various layers of software that companies depend on to run applications. Built for engineers with operational responsibilities – software, infrastructure, platform, operations, DevOps, SRE – Honeycomb provides full stack observability. The product is designed from the ground up for debugging live production software, consuming event data from any source with any data model, and making collaboration a central part of problem-solving. The company was founded in 2016 and is based in San Francisco, California.
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Splunk
United StatesFounding Year: 2005Total Funding: $40Mhttps://www.splunk.com/Splunk (NASDAQ: SPLK) provides a software platform that enables organizations to gain operational intelligence. Its software collects and indexes data, regardless of format or source, and enables users to quickly and easily search, correlate, analyze, monitor, and report on this data. The company was founded in 2005 and is based in San Francisco, California.
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Cisco AppDynamics
United StatesFounding Year: 2008Total Funding: $414.5Mhttps://www.appdynamics.com/AppDynamics is a provider of Software-as-Service (SaaS) and on-premise application performance management for modern application architectures in both the cloud and the data center. The company delivers solutions for highly distributed and agile environments, helping companies monitor, troubleshoot, diagnose, and scale production applications. AppDynamics has combined its technology platform with an "easy-to-use" approach which enables Development and Operations teams to be up and running on AppDynamics within minutes.
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New Relic
United StatesFounding Year: 2008Total Funding: $214.5Mhttps://newrelic.com/New Relic (NYSE: NEWR) develops cloud-based software to help website and application owners track the performance of their services. The company's SaaS-based solution provides an interface for web and native mobile applications and consolidates the performance monitoring data for any chosen technology in an environment. The firm was founded in 2008 and is based in San Francisco, California.
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Solarwinds
United StatesFounding Year: 1999Total Funding: $207.5Mhttps://www.solarwinds.com/SolarWinds (NYSE:SWI) is a company that develops software for businesses to help manage their networks, systems, and information technology infrastructure.
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Cast AI
United StatesFounding Year: 2019Total Funding: $22.77Mhttps://cast.ai/CAST AI is a SaaS company specializing in cost optimization for customers running cloud-native applications in AWS, Microsoft Azure, and Google Cloud. The company was founded in 2019 and is based in Miami, Florida.
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Rubrik
United StatesFounding Year: 2014Total Funding: $553Mhttps://www.rubrik.com/Rubrik makes data protection software that businesses employ to ensure that business documents can be restored if they are lost due to a technical failure or a ransomware assault. Customers can store backup copies of their documents in the cloud for convenient access with Rubrik. To ensure that ransomware assaults do not damage backup copies of organizations' data, the company's products use a method known as zero-trust data management.
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Cribl
United StatesFounding Year: 2017Total Funding: $392.41Mhttps://cribl.io/Cribl is a company focusing on making open observability a reality for tech professionals. The Cribl product suite defies data gravity with choice and control by delivering the freedom and flexibility to make choices rather than compromises. With Cribl, companies have the power to control their data, get more out of existing investments, and shape the observability future. The Cribl product suite is used by clients across industries spanning financial services, healthcare, retail, manufacturing, and more. Cribl was founded in 2017 and is based in San Francisco, California.
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Amazon Cloudwatch
United StatesFounding Year: 2006https://aws.amazon.com/cloudwatch/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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GrafanaLabs
United StatesFounding Year: 2014Total Funding: $570.23Mhttps://grafana.com/Grafana Labs supports projects such as Grafana, an open-source software for visualizing time series data. Grafana Labs enables users to take control of their unified monitoring and avoid vendor lock-in and the spiraling costs of closed solutions. The company was founded in 2014 and is based in New York, New York.
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PagerDuty
United StatesFounding Year: 2009Total Funding: $173.82Mhttps://www.pagerduty.com/PagerDuty offers alerting and incident tracking system that helps IT operations and DevOps engineers resolve critical errors in IT systems as quickly as possible. PagerDuty's operations performance platform helps companies increase reliability. By connecting people, systems, and data in a single view, PagerDuty delivers visibility and intelligence across global operations for effective incident resolution management.
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ScienceLogic
United StatesFounding Year: 2003Total Funding: $235.17Mhttps://sciencelogic.com/ScienceLogic engages in IT Operations Management, providing IT operations with insights to resolve and predict problems. Its AIOps platform sees everything across cloud and distributed architectures, contextualizes data through relationship mapping, and acts on this insight through integration and automation. The company was founded in 2003 and is based in Reston, Virginia.
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Chronosphere
United StatesFounding Year: 2019Total Funding: $370.34Mhttps://chronosphere.io/Chronosphere provides an observability platform that helps engineering organizations by taming rampant data growth and cloud-native complexity. The platform offers SaaS monitoring solutions for limited data retention and wasted engineering time debugging monitoring issues, cloud-native monitoring, and more solutions. The company was founded in 2019 and is based in Issaquah, Washington.
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Dynatrace
United StatesFounding Year: 2005Total Funding: $21.9Mhttps://www.dynatrace.com/Dynatrace specializes in digital performance management, and is an AI-powered, full stack and completely automated solution that provides answers based on deep insight into every user, every transaction, across every application.
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Moogsoft
United StatesFounding Year: 2011Total Funding: $92.93Mhttps://www.moogsoft.com/Moogsoft develops AIOps technology that helps enterprise IT Ops and DevOps teams become faster, smarter and more effective. Moogsoft AIOps' real-time machine learning algorithms help teams remediate issues that impact their customers' experience by reducing operational noise (alert fatigue) across the production stack, proactively detecting Incidents and correlating events across the monitoring ecosystem, streamlining collaboration and workflow across teams and toolsets, and codifying knowledge to make operators smarter when encountering future incidents. The company was founded in 2011 and is based in San Francisco, California.
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Privacy & Security
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SkyFlow
United StatesFounding Year: 2019Total Funding: $70Mhttps://www.skyflow.com/Skyflow develops a secure platform for API usage.
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Cape Privacy
United StatesFounding Year: 2018Total Funding: $25.06Mhttps://capeprivacy.com/Cape Privacy provides enterprise companies with a SaaS collaboration platform on top of advanced privacy and security technology to maximize the value of their data. It allows businesses to collaborate internally (e.g. risk, legal, compliance divisions in a bank) or with third-party vendors (e.g. an agency or outside law firm) and across organizations (even competitors such as major pharmaceutical firms) by enhancing the privacy of data.
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Privacera
United StatesFounding Year: 2016Total Funding: $63.54Mhttps://privacera.com/Privacera is focused on helping enterprises discover, manage, and monitor sensitive data within their systems.
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Privacy Dynamics
United StatesFounding Year: 2018Total Funding: $9.57Mhttps://www.privacydynamics.io/Privacy Dynamics develops no-code data privacy tools built for analytics engineers. After removing or masking direct identifiers, records are analyzed and labeled. Identifiable records are treated, while unidentifiable records are left alone. The result is highly accurate, privacy-safe data. The platform has use cases in areas such as dev and test data, analytics, and healthcare. The company was founded in 2018 and is based in Seattle, Washington.
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Ketch
United StatesTotal Funding: $43Mhttps://www.ketch.com/Ketch helps organizations satisfy their data privacy and governance through a data control platform.
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Privitar
United KingdomFounding Year: 2014Total Funding: $148Mhttps://www.privitar.com/Privitar provides data-privacy management solutions to companies and public sector organizations to protect sensitive data and enable ethical data analysis. It accelerates and automates the provision of privacy-preserving data. The company serves the financial services, healthcare, insurance, and retail industries. Privitar was founded in 2014 and is based in London, U.K.
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In Country
United StatesFounding Year: 2019Total Funding: $40Mhttps://incountry.com/InCountry develops a product to help companies comply with laws on how user profile and registration information should be stored and maintained. Through the service, data is housed in private data centers or with public cloud operators that operate within the country of origin, therefore ensuring compliance with data residency laws. The company also provides software development kits in a range of popular programming languages, so that companies can easily access their customer data to build new apps and services.
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Cyral
United StatesFounding Year: 2018Total Funding: $41.1Mhttps://cyral.com/Cyral's security product acts as a security layer on top of cloud data repositories — whether databases, data lakes, data warehouse or other data repository — helping identify issues like faulty configurations or anomalous activity.
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TripleBlind
United StatesFounding Year: 2019Total Funding: $32.2Mhttps://tripleblind.com/TripleBlind offers digital privacy as a service with a suite of tools that enables companies to safely provide and consume extremely sensitive data and algorithms in encrypted space.
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Duality Technologies
United StatesFounding Year: 2016Total Funding: $50.05Mhttps://dualitytech.com/Duality Technologies is a homomorphic encryption company that develops privacy-enhancing technologies leveraging data sets, including training and tuning artificial intelligence and machine learning models, performing secure queries and statistical analysis. It offers solutions for financial services, healthcare, insurance, and government industries. The company was founded in 2016 and is based in Hoboken, New Jersey.
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Very Good Security
United StatesFounding Year: 2016Total Funding: $104.9Mhttps://www.verygoodsecurity.com/Very Good Security offers a modern approach to data security and compliance, enabling companies to use sensitive data without the liability or costs of data custodianship. VGS' purpose-built infrastructure lets companies retain full use of sensitive data without ever needing to see or hold the data themselves. Companies can thus rapidly adopt a comprehensive security and privacy posture, making it easy to inherit and maintain compliance certifications like PCI-DSS, SOC-2, GDPR, CCPA, HIPAA and more.
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Enveil
United StatesFounding Year: 2016Total Funding: $40Mhttps://www.enveil.com/Enveil is a data security company that protects data in use. The company's business-enabling and privacy-preserving capabilities for secure data search, sharing, and collaboration protect data while it's being used or processed. Powered by homomorphic encryption, Enveil’s ZeroReveal solutions allow organizations to securely derive insights, cross-match, and search third-party data assets without ever revealing the contents of the search itself or compromising the security or ownership of the underlying data. The company serves the financial services, healthcare, data monetization, audit & compliance, cloud security, and federal industry clients. The company was founded in 2016 and is based in Fulton, Maryland.
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PrivateAI
CanadaFounding Year: 2017Total Funding: $10.79Mhttps://www.private-ai.com/Private AI develops privacy-preserving machine learning and natural language processing tools. It offers services such as ASR (Automated Speech Recognition) transcripts, machine learning, data discovery, compliance, secure storage, and named entity recognition. The company was founded in 2017 and is based in Toronto, Ontario.
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Transcend
United StatesFounding Year: 2017Total Funding: $28.95Mhttps://transcend.io/Transcend develops an end-to-end solution for handling requests to access, erase, update, and transfer personal data. It seeks to give users more control over their data by making it easier for them to see how apps are using their personal data and downloading it.
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Opaque Systems
United StatesFounding Year: 2021Total Funding: $31.5Mhttps://opaque.co/Opaque provides a cloud-based service for secure analytics and machine learning on encrypted data, enabling data teams to extract value from and collaborate over data silos without exposing the data to anyone. Opaque was founded in 2021 and is based in San Francisco, California.
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OneTrust
United StatesFounding Year: 2016Total Funding: $943.65Mhttps://www.onetrust.com/OneTrust operates as a software platform for privacy professionals. The platform operationalizes data privacy compliance and Privacy by Design. The web-based console helps automate privacy impact assessments and data mapping, identify privacy risks, and enforce risk management and control activities in an integrated and agile approach. The result is the ability to demonstrate accountability and compliance with EU's data protection requirements globally across privacy jurisdictions and frameworks. The company serves customers across a range of industries. The company was founded in 2016 and is based in Atlanta, Georgia.
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Compute
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Coiled
United StatesFounding Year: 2020Total Funding: $26Mhttps://www.coiled.io/Coiled products ensure that data infrastructure scales at maximum speed, minimum cost, and with the Python tools data scientists already use. Coiled makes it easy for teams and organizations to collaborate and ensures reproducibility with data of any size and simplifies working in the cloud.
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Equinix
United StatesFounding Year: 1998Total Funding: $195.79Mhttps://www.equinix.com/Equinix (NASDAQ: EQIX) connects businesses with partners and customers through a global platform of high performance data centers, containing dynamic ecosystems and the broadest choice of networks. Enterprises, cloud, digital content, and financial companies connect to network service providers and rely on Platform Equinix to grow their business, improve application performance and protect their vital digital assets. The company operates in the Americas, EMEA and Asia-Pacific and continually invests in expanding its platform to power customer growth.
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Amazon EKS
United StatesFounding Year: 2006https://aws.amazon.com/eks/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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D2IQ
United StatesFounding Year: 2013Total Funding: $245Mhttps://d2iq.com/D2iQ, formerly Mesosphere, is a provider of enterprise-grade cloud platforms that enable organizations to embrace open source and cloud native innovations while delivering smarter Day 2 operations. D2iQ empowers organizations to better navigate and accelerate cloud-native journeys with enterprise-grade technologies, training, professional services, and support.
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AWS Lambda
United StatesFounding Year: 2006https://aws.amazon.com/lambda/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Nvidia Bright Cluster
United StatesFounding Year: 1993Total Funding: $12.6Mhttps://www.nvidia.com/en-us/data-center/bright-cluster-manager/NVIDIA (NASDAQ: NVDA) is an advanced graphics processing company, with a product family that allows multimedia experiences for the entire desktop computer market from workstations to internet-enabled appliances.
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Microsoft Azure
United StatesFounding Year: 1975https://azure.microsoft.com/en-usMicrosoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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Google Cloud Functions
United StatesFounding Year: 2008https://cloud.google.com/functionsGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Amazon ECS
United StatesFounding Year: 2006https://aws.amazon.com/ecs/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Nuclio
IsraelFounding Year: 2017https://nuclio.io/Nuclio operates an open-source and managed server less platform for automated data science. It offers a high-performance server less platform focused on data, input/output (I/O), and computed workloads. It was founded in 2017 and is based in Herzliya, Israel.
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https://learn.microsoft.com/en-us/azure/cyclecloud/overview?view=cyclecloud-8

Microsoft Azure CycleCloud
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Modal
United StatesFounding Year: 2021https://modal.com/Modal is a platform that provides a solution for cloud-based encryption. The platform enables users to write and run code in the cloud and launch custom containers. The platform enables users to either define a container environment in the code or leverage the pre-built backend. Its features include monitoring, distributed queues, live logs, and more. It was founded in 2021 and is based in New York, New York.
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HPE
United StatesFounding Year: 2015https://www.hpe.com/us/en/home.htmlHewlett Packard Enterprise (NYSE: HPE) provides information technology solutions. The Company offers enterprise security, information technology infrastructure, analytics and data management, applications development and testing, data center care, cloud consulting, and business process services. Hewlett Packard Enterprise serves customers worldwide.
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Anyscale
United StatesFounding Year: 2019Total Funding: $259.6Mhttps://www.anyscale.com/Anyscale is the developer of Ray Open Source, a unified compute framework for scalable computing. Ray Open Source is an open-source, unified, distributed framework to easily scale AI and Python applications. It enables developers to effortlessly scale any workload or application from a laptop to the cloud without the cost or expertise required to build complex infrastructure. Anyscale is a fully-managed, enterprise-ready unified compute platform that makes it easy to build, deploy, and manage scalable AI and Python applications using Ray, which allows organizations to bring AI products to market faster at significantly lower costs. The company was formerly known as Indigostack. Anyscale was founded in 2019 and is based in San Francisco, California.
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https://www.penguinsolutions.com/

Penguin Solutions
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Analytics
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BI Platforms
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Omni
United StatesFounding Year: 2022Total Funding: $26.9Mhttps://www.exploreomni.com/Omni operates a BI and data platform that turns SQL into intelligence. Its platform builds a sandbox data model as users query and allows them to promote metrics to an authoritative, shared model that can be used by the entire organization. The company was founded in 2022 and is based in San Francisco, California.
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Oracle Analytics
United StatesFounding Year: 1977https://www.oracle.com/business-analytics/Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.
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Metabase
United StatesFounding Year: 2014Total Funding: $38Mhttps://www.metabase.com/Metabase is an open-source analytics and business intelligence application that can connect to the most commonly used databases. It lets anyone in a company quickly ask questions, and create dashboards or nightly emails without knowing SQL. Metabase was founded in 2014 and is based in San Francisco, California.
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Amazon QuickSight
United StatesFounding Year: 2006https://aws.amazon.com/quicksight/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Domo
United StatesFounding Year: 2010Total Funding: $698.16Mhttps://www.domo.com/Domo is a fully mobile, cloud-based operating system that unifies every component of a business and delivers it all on the user's phone. The company was founded in 2010 and is based in American Fork, Utah.
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Sas Business Intelligence
United StatesFounding Year: 1976https://www.sas.com/en_us/solutions/business-intelligence.htmlSAS provides software and solutions for business analytics, data management, and AI, used to gather, manage, and analyze corporate information. It offers business analytics SaaS for a range of industries that include agriculture, banking, education, healthcare, insurance, life sciences, manufacturing, retail and consumer goods, public sector, sports, telecommunications and utility industries. The company was founded in 1976 and is based in Cary, North Carolina.
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Grow
United StatesFounding Year: 2014Total Funding: $30.5Mhttps://www.grow.comGrow aims to make it easy and affordable to visualize and share business performance in real-time by uniting data from hundreds of sources, including spreadsheets, databases, and SaaS applications. On March 1st, 2022, Grow was acquired by Epicor. Terms of the transaction were not disclosed.
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Atscale
United StatesFounding Year: 2013Total Funding: $95.7Mhttps://www.atscale.com/AtScale provides enterprises with a universal semantic platform for Business Intelligence on Big Data, allowing business users at corporations across financial services, healthcare, telecommunications, retail, and online industries to get interactive and multi-dimensional analysis capabilities, directly on Hadoop and cloud-based big data platforms.
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Microstrategy
United StatesFounding Year: 1989https://www.microstrategy.com/enMicroStrategy (Nasdaq: MSTR) is an independent business intelligence company with an enterprise analytics platform. It provides modern analytics on an open, comprehensive enterprise platform used by global brands in the Fortune Global 500. Optimized for cloud and on-premises deployments, the platform features HyperIntelligence®, a technology that overlays actionable enterprise data on popular business applications to help users make smarter and faster decisions. The company was founded in 1989 and is based in Vienna, Virginia.
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Tibco Spotfire
United StatesFounding Year: 1997Total Funding: $27.03Mhttps://www.tibco.com/products/tibco-spotfireTIBCO Software focuses on infrastructure and business intelligence software. It offers products such as TIBCO Cloud integration, TIBCO Cloud API management, TIBCO BusinessWorks, TIBCO BusinessConnect and more. The company caters to banking, credit union, energy, government, healthcare, insurance and more. TIBCO Software was founded in 1997 and is based in Palo Alto, California.
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Qlik
United StatesFounding Year: 1993Total Funding: $12.5Mhttps://www.qlik.com/us/Qlik specializes in data discovery and user-driven business intelligence, delivering solutions ranging from reporting and self-service visual analysis to guided, embedded, and custom analytics, regardless of where data is located.
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Salesforce Einstein Analytics
United StatesFounding Year: 1999Total Funding: $98.86Mhttps://www.salesforce.com/form/sem/sales-cloud/sales-einstein-demo/Salesforce (NYSE: CRM) is an enterprise cloud computing provider. The company supplies a customer relationship management service to businesses worldwide providing a technology platform for customers and developers to build and run business applications. Its clients use salesforce.com to manage their customer, sales, and operational data. Sales Cloud, Service Cloud, Marketing Cloud, Community Cloud, Salesforce Analytics, and App Cloud are the product developed by the platform. It primarily focuses on automotive, communication, healthcare, education, financial services, non-profit, media, and other industries. The company was founded in 1999 and is based in San Francisco, California.
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ThoughtSpot
United StatesFounding Year: 2012Total Funding: $673.7Mhttps://www.thoughtspot.com/ThoughtSpot is a modern analytics cloud company that creates a fact-driven world with an easy-to-use analytics platform. Through its platform, users can leverage natural language search and AI to find data insights on Live Analytics. Companies can put modern data stacks in the hands of employees, extend the value of data to partners and customers, and automate entire business processes. With ThoughtSpot’s developer-friendly platform, ThoughtSpot Everywhere, customers can bring the Modern Analytics Cloud to their products and services. The company was founded in 2012 and is based in Mountain View, California.
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Sisense
United StatesFounding Year: 2004Total Funding: $278Mhttps://www.sisense.com/Sisense goes beyond traditional business intelligence by providing organizations with the ability to infuse analytics everywhere, embedded in both customer and employee applications and workflows. Sisense customers are breaking through the barriers of analytics adoption by going beyond the dashboard with Sisense Fusion - the highly customizable, AI-driven analytics cloud platform, that infuses intelligence at the right place and the right time, every time.
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Lightdash
United StatesFounding Year: 2020Total Funding: $8.53Mhttps://www.lightdash.com/Lightdash provides an open-sourced business intelligence (BI) platform for analysts to write metrics. It enables self-serve for the entire business and offers a developer-friendly BI platform with popular data insights warehouse integrations. The company was founded in 2020 and is based in San Francisco, California.
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InforBirst
United StatesFounding Year: 2002Total Funding: $4133Mhttps://www.infor.com/solutions/advanced-analytics/business-intelligence/birstInfor Global Solutions provides business applications to mid-sized companies. The company offers numerous products for human capital management, enterprise resource planning, and customer relationship management. The company offers, Infor ERP, solutions that deliver functionality and usability specifically for the manufacturing and distribution industries. On February 4th, 2020, Infor was acquired by Koch Equity Development at a valuation of $11 billion.
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Looker
United StatesFounding Year: 2012Total Funding: $280.5Mhttps://www.looker.com/Looker provides a SaaS unified platform for data that delivers business insights to every employee at the point of decision. It delivers applications through its platform, including Business Intelligence, business-specific solutions such as Digital Marketing Analytics and Web Event Analytics, and a flexible, embedded analytics framework. The solution also integrates data into the daily workflows of users to allow organizations to extract value from data at web scale. The company was founded in 2012 and is based in Santa Cruz, California.
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Popsql
United StatesFounding Year: 2017Total Funding: $18.55Mhttps://popsql.com/PopSQL provides collaborative SQL query editing. PopSQL allows users to store SQL queries they run regularly, grouping them into folders that can be kept private or shared amongst their team.
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Kyvos
United StatesFounding Year: 2015https://www.kyvosinsights.com/Kyvos is a BI acceleration platform that delivers instant insights on trillions of rows of data, both on the cloud and on-premise data lakes. Using its patented OLAP technology, Kyvos builds a high-performing semantic layer on modern data platforms that enables your existing BI tools to access extremely large datasets with interactive response times and no data movement. This capability allows users across the enterprise to conduct self-service, interactive analysis on data at a massive scale using any BI tool they like.
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GoodData
United StatesFounding Year: 2007Total Funding: $167.8Mhttps://www.gooddata.com/GoodData is a provider of end-to-end cloud analytics that allows users to combine, analyze, and visualize data to quickly answer business-critical questions. GoodData's mission is to help companies become all data enterprises: companies that gain a competitive advantage by leveraging all data available to them through advanced analytics. The GoodData Open Analytics Platform helps companies manage and analyze that data in one seamless, interactive environment. The company was founded in 2007 and is based in San Francisco, California.
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SAP Business Intelligence Suite
GermanyFounding Year: 1972https://www.sap.com/products/technology-platform/bi-platform.htmlSAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.
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IBM Cognos Analytics
United StatesFounding Year: 1911https://www.ibm.com/products/cognos-analyticsIBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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Analytics - Visualization
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https://astrato.io/

Astrato
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https://powerbi.microsoft.com/en-us/

Microsoft Power BI
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Rill
United StatesFounding Year: 2020Total Funding: $12Mhttps://www.rilldata.com/Rill Data develops a fully managed cloud service platform that provides data analytics. The product consists of a database designed to process key data from the underlying data source more quickly. It was founded in 2020 and is based in San Francisco, California.
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https://datastudio.withgoogle.com/

Google Data Studio
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https://plotly.com/

Plotly
CanadaPlotly is a technical computing company that develops online data analytics and visualization tools. It is based in Montreal, Quebec.
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Toucan Toco
FranceFounding Year: 2014Total Funding: $14.78Mhttps://www.toucantoco.com/en/Toucan Toco provides a data storytelling platform that allows organizations to provide insights to non-technical business users.
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Observable
United StatesFounding Year: 2017Total Funding: $46.1Mhttps://observablehq.com/Observable empowers everyone to create, collaborate, and learn with data. People can discover insights faster and collaborate seamlessly with interactive Observable notebooks built for data analysis, visualization, and exploration. It is based in San Francisco, California.
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SAP Lumira
GermanyFounding Year: 1972https://www.sap.com/products/technology-platform/lumira.htmlSAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.
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Streamlit
United StatesFounding Year: 2018Total Funding: $62Mhttps://streamlit.io/Streamlit is an app framework specifically for machine learning and data science teams. Streamlit aims to turn data scripts into shareable web apps in pure Python. On March 2nd, 2022, Streamlit was acquired by Snowflake at a valuation of $800M.
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Grid
IcelandFounding Year: 2018Total Funding: $17.12Mhttps://grid.is/Grid allows Excel users to turn spreadsheets into modern web applications without learning any new skills.
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Tableau
United StatesFounding Year: 2003Total Funding: $15Mhttps://www.tableau.com/Tableau Software is a provider of visual analysis and reporting solutions. Its flagship product is used by managers, business intelligence professionals, business analysts, strategic consultants, financial professionals, market researchers, scientists and engineers in nearly every industry. The company was founded in 2003 and is based in Seattle, Washington.
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Preset
United StatesFounding Year: 2019Total Funding: $48.4Mhttps://preset.io/Preset offers an open analytics data platform built on Apache Superset. The company's digital platform aims to help users to explore and analyze their data. The company was founded in 2019 and is based in San Mateo, California.
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https://infogram.com/

Infogram
United StatesInfogram is a data visualization platform solution company. The company offers infographics, data visualization, graphs, charts, data storytelling, maps, reports, presentation, data storytelling, and visual communication. It is based in San Francisco, California.
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Datawrapper
GermanyFounding Year: 2011https://www.datawrapper.de/Datawrapper helps to create interactive charts, maps, and bars for data visualization. Some of its responsive and customizable graphics include heat maps, choropleth maps, symbol maps, split bars, pie charts, locator maps, and more. It also automates chart creation using application programming interface (API) integrations. The company serves media companies, government organizations, and financial institutions to replace static reports with interactive ones. It was founded in 2011 and is based in Berlin, Germany.
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Cumul.io
BelgiumFounding Year: 2015Total Funding: $15.58Mhttps://www.cumul.io/Cumul.io provides a data platform to connect and combine data from any source, and analyze it into dashboards. It offers a low-code platform for data analysis with integration into other SaaS platforms or applications. The company was founded in 2015 and is based in Leuven, Belgium.
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Data Analyst Platforms
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Datameer
United StatesFounding Year: 2009Total Funding: $139.79Mhttps://www.datameer.com/Datameer offers an agile analytics lifecycle platform that enables enterprises to unlock the value of all their data. Without any code, teams can rapidly integrate, transform, discover, and operationalize datasets to their projects. Datameer breaks down data siloes, gets companies ahead of their data demands, and empowers everyone to discover insights.
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Seek AI
United StatesFounding Year: 2021https://www.seek.ai/Seek AI provides a data analytics platform intended to offer solutions for data bottleneck problems in organizations. Its platform uses artificial intelligence to reduce human error and inefficiencies in the organization's data team, enabling organizations to deliver projects in less time and at a reduced cost. The company was founded in 2021 and is based in New York, New York.
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Glean
United StatesFounding Year: 2019Total Funding: $7Mhttps://glean.io/Glean is a platform for data exploration. The company helps democratize data inside organizations.
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Incorta
United StatesFounding Year: 2013Total Funding: $193.03Mhttps://www.incorta.com/Incorta is a cloud-based analytical warehouse solution engineered to quickly and easily analyze massive volumes of data from multiple sources. Users can securely access any amount of the latest and most relevant data from one source of truth, ensuring that all users are accessing, analyzing, and collaborating around consistent information.
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Microsoft
United StatesFounding Year: 1975https://www.microsoft.com/Microsoft (NASDAQ: MSFT) provides, develops, and licenses consumer and enterprise software. The company develops, manufactures, and sells computer software, consumer electronics, and personal computers and services. It is known for its Windows operating systems, Office productivity suite, cloud-based Azure platforms, and many more. The company was founded in 1975 and is based in Redmond, Washington.
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Airtable
United StatesFounding Year: 2013Total Funding: $1352.6Mhttps://www.airtable.com/Airtable enables teams to create apps on top of shared data to power workflows. Users can bring their data together using integrations, extensible APIs, custom scripting and more. The company provides solutions to organizational departments within Marketing, Product Operations, Human Resources, Sales, Operations, Content Operations, FInance and more. It was founded in 2013 and is based in San Francisco, California.
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Deephaven
United StatesFounding Year: 2015https://deephaven.io/Deephaven is a complete data system that empowers users to quickly build analyses, models, algorithms, reports and dashboards. Engineered for massive data sets, Deephaven is a powerful and expressive programming language seamlessly integrated with a high performance database and an intuitive user interface. Designed for programmers and non-programmers alike, Deephaven uses concise and clear syntax to enable a wide variety of complex analyses. Deephaven was founded in 2015 and is based in New York, New York.
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Cube
United StatesFounding Year: 2019Total Funding: $21.7Mhttps://cube.dev/Cube Dev is a developer framework for building analytics applications. It provides a complete backend API platform over the raw data while giving full customization and flexibility on the frontend.
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iGenius
ItalyFounding Year: 2016Total Funding: $34.08Mhttps://www.igenius.ai/iGenius has created an Augmented Intelligence that enables businesses to talk with client's data. Its product, Crystal, introduces a consumerized no-code user experience for decision intelligence. The ability to “talk with data” via a virtual advisor and receive data-driven responses makes technology as complex as AI accessible to anyone. The company was founded in 2016 and is based in Milan, Italy.
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Ascend.io
United StatesFounding Year: 2015Total Funding: $50Mhttps://www.ascend.io/Ascend.io has developed a platform that introduces new cognitive models for working with big data pipelines that refocusses efforts on what matters most to businesses. The company was founded in 2015 and is based in Palo Alto, California.
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Pyramid Analytics
NetherlandsFounding Year: 2009Total Funding: $186.5Mhttps://www.pyramidanalytics.com/Pyramid Analytics aims to deliver a BI platform that provides business users with the tools needed to gain insights about their business in a way that is natural and does not require any particular technical skills while allowing a depth of analysis comparable to the best applications available. The company was founded in 2009 and is based in Amsterdam, Netherlands.
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Tellius
United StatesFounding Year: 2015Total Funding: $31.75Mhttps://www.tellius.com/Tellius provides typical BI features such as dashboards and data preparation with AI-powered capabilities. Its Genius Insights Engine analyzes data automatically to reveal hidden insights and eliminate the guesswork from the analysis. The company was founded in 2015 and is based in Reston, Virginia.
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Zing Data
United StatesFounding Year: 2021Total Funding: $2.4Mhttps://getzingdata.com/Zing Data operates a platform that connects to a variety of popular data sources including Snowflake, Trino, Google BigQuery, and Google Sheets, as well as databases like Postgres and MySQL. Once connected, users can choose a specific dataset, choose some fields to display, then manipulate the data as they wish, changing different aspects to see different views, while sharing the chart with others. It was founded in 2021 and is based in San Francisco, California.
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Canvas
United StatesFounding Year: 2020https://canvasapp.com/Canvas is a collaborative data exploration tool that helps business teams make decisions without SQL. It automates reporting and shares insights using spreadsheet abilities. It was founded in 2020 and is based in San Francisco, California.
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https://www.hellotrace.io/

Trace
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Mode
United StatesFounding Year: 2013Total Funding: $82.55Mhttps://mode.com/Mode makes data analysts more productive by enabling them to easily share and discover each other's work. Mode works with languages analysts are already familiar with - SQL, R, and Python - and records their work from end to end to provide a complete, shareable, auditable picture of any type of analysis.
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Preql
United StatesFounding Year: 2021Total Funding: $7Mhttps://www.preql.com/Preql offers a no-code data transformation platform that enables business users to access analysis-ready data without having to learn SQL or rely on a data team. The company was founded in 2021 and is based in Brooklyn, New York.
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Anodot
IsraelFounding Year: 2014Total Funding: $62.5Mhttps://www.anodot.com/Anodot applies AI to deliver autonomous analytics in real-time, across all data types, at enterprise scale. Unlike the manual limitations of traditional Business Intelligence, the company provides analysts mastery over their business with a self-service AI platform that runs continuously to eliminate blind spots, alert incidents, and investigate root causes.
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Narrator
United StatesFounding Year: 2017Total Funding: $7.65Mhttps://www.narratordata.com/Narrator is a data intelligence company that equips decision makers with personalized insights.
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Lido
United StatesFounding Year: 2018https://www.lido.app/Lido is a provider of a no-code data integration platform. The platform enables enterprises to integrate all enterprise data, such as custom databases, customer service, market research, social media, web analytics, e-commerce and sales, and more, into one platform. It was founded in 2018 and is based in New York City, New York.
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Sisu Data
United StatesFounding Year: 2018Total Funding: $128.7Mhttps://sisudata.com/Sisu Data is building software that aims to help people make decisions with data.
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Equals
United StatesFounding Year: 2021Total Funding: $22.6Mhttps://equals.app/Equals provides a spreadsheet with built-in connections to any database, versioning, and collaboration. It enables users to build any analysis with data directly from their database, whether or not they know SQL. Equals was founded in 2021 and is based in San Francisco, California.
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Alteryx
United StatesFounding Year: 2010Total Funding: $163Mhttps://www.alteryx.com/Alteryx (NYSE: AYX) serves the self-service data analytics movement with a platform that can discover, prep, and analyze data, then deploy and share analytics at scale for deeper insights. The company was founded in 2010 and is based in Irvine, California.
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Weld
DenmarkFounding Year: 2021Total Funding: $4.6Mhttps://weld.app/Weld is the all-in-one data solution for modern teams. Weld platform allows companies to build powerful data models and metrics, enabling greater insights and expedited decision-making capabilities, as well as streamlining data workflows.
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Pecan
IsraelFounding Year: 2016Total Funding: $116Mhttps://www.pecan.ai/Pecan AI is a deep learning platform that automatically generates business intelligence predictions for companies and organizations.
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Workstream
United StatesFounding Year: 2020Total Funding: $7Mhttps://www.workstream.io/Workstream is a hub for analytical work where a team can organize their data products, get insights into their impact, and more easily collaborate with stakeholders. The company unifies the workflow of complex, analytical projects. As a collaboration solution purpose-built for analysts, Workstream natively integrates with existing analytical tools. Through its solution, teams can consolidate their workflow into a single experience, allowing them to streamline collaboration, better orchestrate their projects, and power better business results. Workstream's platform is used by the data teams of various organizations. Workstream was founded in 2020 and is based in New York, New York.
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Guavus
United StatesFounding Year: 2006Total Funding: $137.01Mhttps://www.guavus.com/Guavus is a big data analytics company ushering in a new class of analytically powered applications for communications service providers and enterprise customers. The company offers an operational intelligence platform integrated with a suite of decisioning applications for network planning and operations, marketing, security and customer care. The world's most data-intensive companies trust Guavus to help them take strategic advantage of their data assets to grow revenue, improve operating efficiencies and delight customers in new ways. It analyzes more than 50% of all US mobile data traffic and processes more than 2.5 petabytes of data per day.
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Customer Data Platforms
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ActionIQ
United StatesFounding Year: 2014Total Funding: $145Mhttps://www.actioniq.com/ActionIQ is an enterprise customer data platform that aims to solve the problems marketers face including the flow and scale of data, analytics, and campaigns.
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https://business.adobe.com/products/real-time-customer-data-platform/RTCDP

Adobe Real-Time CDP
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Salesforce CDP
United StatesFounding Year: 1999Total Funding: $98.86Mhttps://www.salesforce.com/products/marketing-cloud/customer-data-platform/Salesforce (NYSE: CRM) is an enterprise cloud computing provider. The company supplies a customer relationship management service to businesses worldwide providing a technology platform for customers and developers to build and run business applications. Its clients use salesforce.com to manage their customer, sales, and operational data. Sales Cloud, Service Cloud, Marketing Cloud, Community Cloud, Salesforce Analytics, and App Cloud are the product developed by the platform. It primarily focuses on automotive, communication, healthcare, education, financial services, non-profit, media, and other industries. The company was founded in 1999 and is based in San Francisco, California.
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Treasure Data
United StatesFounding Year: 2011Total Funding: $286.5Mhttps://www.treasuredata.com/Treasure Data is a cloud-based enterprise customer data platform (CDP) that lets non-specialists get value out of data without a big IT overhead. The company provides the ability to aggregate and translate massive volumes of scattered and siloed data.
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mparticle
United StatesFounding Year: 2012Total Funding: $271.36Mhttps://www.mparticle.com/mParticle puts app owners in full control of their data assets while helping to solve many of the complications that go along with running a mobile business. mParticle not only solves the core challenges of truly creating personalization in mobile but also gives app owners better marketing insights, autonomy from IT cycles, accelerates the launch of new partners/campaigns, and significantly improves app performance & stability. Through a unique approach to mobile data management, mParticle empowers clients to collect, organize and synchronize data, from mobile web and apps. The company was founded in 2012 and is based in New York, New York.
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Optimove
IsraelFounding Year: 2012Total Funding: $95Mhttps://www.optimove.com/Optimove develops CRM software primarily for business-to-consumer brands. The company’s platform aims to use AI to discover customer segments and orchestrate CRM journeys, facilitating the management of marketing communications with up to hundreds of segments. Marketers use Optimove to manage and automate their entire cross-channel customer marketing plan. By automatically personalizing, executing, and evaluating a complete system of customer-data-driven campaigns, the software enables marketers to maximize revenues and customer lifetime value. The company was founded in 2012 and is based in Tel Aviv, Israel.
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Simon Data
United StatesFounding Year: 2014Total Funding: $56.96Mhttps://www.simondata.com/Simon Data is a platform that uses data to improve a company's marketing strategy. Simon Data unifies disparate data sources, connects data to a company's marketing channels, and runs rigorous tests and tracks results to improve the user's marketing campaign.
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Lytics
United StatesFounding Year: 2012Total Funding: $58.42Mhttps://www.lytics.com/Lytics provides adaptive digital marketing and offers a marketing activation platform that integrates all touch points and surfaces behaviors of customers and prospects to recommend how to best target audiences across Web, mobile, email, and social channels. Through machine learning, its cloud-based software predicts SmartAudience segments and suggests opportunities to marketers to adapt their tactics in real-time.
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Insider
TurkeyFounding Year: 2012Total Funding: $166.2Mhttps://useinsider.com/Insider is a multi-channel digital experience platform for marketers. Accessible from a unified data engine, Insider enables marketers to leverage personalization, predictive segmentation, and real-time technologies to boost loyalty and digital growth.
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Twilio Segment
United StatesFounding Year: 2011Total Funding: $281.72Mhttps://segment.com/twilio/Segment is a platform for collecting customer data wherever it's generated - website, mobile app, servers, and more - and sending it to third-party tools, internal systems, or SQL databases with the flip of a switch. By consolidating data tracking to a single API, Segment saves engineers' time integrating new tools, eliminates data discrepancies, and democratizes data access across organizations. On October 12th, 2020, Segment was acquired by Twilio for a valuation of $3.2B.
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Tealium
United StatesFounding Year: 2008Total Funding: $263.9Mhttps://tealium.com/Tealium develops a customer data platform, comprised of an enterprise tag management solution, omnichannel customer segmentation and action engine, and suite of rich data services, creating a vendor-neutral data foundation that spans web, mobile, offline, and IoT. The firm primarily serves financial services, healthcare, retail, sports & entertainment, and hospitality industries. It was founded in 2008 and is based in San Diego, California.
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Flywheel Software
United StatesFounding Year: 2017https://www.flywheelsoftware.com/Flywheel Software is a no code data activation platform built for enterprises. It turns data warehouses and data lakes into growth engines. Flywheel's no code interface democratizes the ability to activate customer data to any destination in minutes. The company was founded in 2017 and is based in San Francisco, California.
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Blueconic
United StatesFounding Year: 2010Total Funding: $24.57Mhttps://www.blueconic.com/BlueConic helps brands optimize cross-channel marketing opportunities through improved customer engagement. It offers a SaaS-based online customer engagement platform that leverages a Big Data profile interaction store and machine learning to help marketers synchronize relevant communications across web, mobile and social channels in real time.
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Rudderstack
United StatesFounding Year: 2019Total Funding: $82Mhttps://www.rudderstack.com/RudderStack is a customer data infrastructure for routing and processing event data from apps and websites to data warehouses and cloud apps.
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Syncari
United StatesFounding Year: 2019Total Funding: $23.8Mhttps://syncari.com/Syncari is a modern data automation platform that helps businesses solve costly data inconsistencies and integration challenges revenue teams face today.
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Amperity
United StatesFounding Year: 2016Total Funding: $217.3Mhttps://amperity.com/Amperity provides an Intelligent Customer Data Platform empowering global consumer brands to create personalized experiences by leveraging all their customer data.
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Blueshift
United StatesFounding Year: 2014Total Funding: $57.83Mhttps://blueshift.com/Blueshift helps consumer brands intelligently scale their customer engagement. It's Customer Data Activation Platform uses patented AI technology to unlock the value of customer data and enables marketers to orchestrate individualized customer journeys across every owned and paid channel.
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Product Analytics
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https://analytics.google.com/analytics/web/provision/#/provision
Google Analytics
United StatesGoogle Analytics is an American multinational technology company that specializes in Internet-related services and products. The company is based in Mountain View, California.
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Fullstory
United StatesFounding Year: 2014Total Funding: $195.2Mhttps://www.fullstory.com/FullStory develops software that records user interactions on a website or app, providing product and support teams insight into the interactions of visitors and customers. By adding a script to any website, FullStory records user interactions during a visit, enabling session playback that can replay everything from navigation to mouse clicks exactly as each user experienced it. The company was founded in 2014 and is based in Atlanta, Georgia.
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Data.ai
United StatesFounding Year: 2010Total Funding: $157Mhttps://www.data.ai/en/data.ai is a decision-making platform for the mobile app economy. data.ai combines the analytics of one's own apps with a granular understanding of the competition and market to provide a unique 360 degree view of one's mobile business.
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Glassbox
United KingdomFounding Year: 2010Total Funding: $72Mhttps://www.glassbox.com/Glassbox (TASE: GLBX) provides a platform that enables companies to optimize digital customer experiences across web, mobile web and mobile apps and provides automatic insights.
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Mixpanel
United StatesFounding Year: 2009Total Funding: $284.52Mhttps://mixpanel.com/Mixpanel is a real-time analytics service that helps companies understand how users interact with web applications.
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Pendo
United StatesFounding Year: 2013Total Funding: $359.17Mhttps://www.pendo.io/Pendo is a product cloud that helps digital product teams and application owners deliver software experiences to users. The Pendo Product Cloud surfaces insights from product usage patterns, user sentiment, and user feedback to help product teams understand how people are using their products. Teams then use these insights to improve the product experience with smarter product decisions, in-app messages, guides, and product walkthroughs.
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Whatfix
IndiaFounding Year: 2013Total Funding: $139.38Mhttps://whatfix.com/WhatFix is a SaaS customer engagement startup that helps businesses onboard their customers and provides interactive knowledge flows to enhance product adoption. It allows for the creation of interactive support FAQs, training materials, and tutorials which can be integrated across all touch-points inside applications, blogs, and more.
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Contentsquare
FranceFounding Year: 2012Total Funding: $1412Mhttps://contentsquare.com/ContentSquare monitors touch and mouse movements on websites and apps to understand how these services are used. It leverages data to improve users' experience and increase engagement. Contentsquare helps brands everywhere transform the way they do business, allowing them to take action at enterprise scale and build customer trust with security, privacy and accessibility. Contentsquare was founded in 2012 and is based in Paris, France.
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Heap
United StatesFounding Year: 2013Total Funding: $206.92Mhttps://www.heap.io/Heap automatically collects and organizes customer behavioral data, allowing businesses to analyze customer experiences and create products without the typical costs associated with analytics implementations. It automatically captures every web, mobile, and cloud interaction: clicks, submits, transactions, emails, and more, to allow users to retroactively analyze data without writing code.
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Amplitude
United StatesFounding Year: 2012Total Funding: $335.97Mhttps://amplitude.com/Amplitude (NASDAQ: AMPLT) provides mobile analytics that help companies leverage data to improve user growth. Amplitude provides Amplitude Analytics, a Built on Nova platform which gives companies access to user behavior analytics for mobile and web to pinpoint and act in order to reach better retention, engagement, and conversion results.
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Log Analytics
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LogicMonitor
United StatesFounding Year: 2008Total Funding: $152Mhttps://www.logicmonitor.com/LogicMonitor is the SaaS-based performance monitoring solution, enabling IT Ops teams to intelligently monitor the infrastructure, applications and services fueling businesses. LogicMonitor, a software-as-a-service, or SaaS, company that helps businesses monitor data centers and flag possible problems.
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Sumologic
United StatesFounding Year: 2010Total Funding: $345.5Mhttps://www.sumologic.com/Sumo Logic (NASDAQ: SUMO) develops software, which helps organizations address the challenges and opportunities presented by digital transformation, applications development, and cloud computing. The platform assists organizations to automate the collection, ingestion, and analysis of application, infrastructure, security, and IoT data. The company was founded in 2010 and is based in Redwood City, California.
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Coralogix
United StatesFounding Year: 2014Total Funding: $232.05Mhttps://coralogix.com/Coralogix provides an ML-powered log analytics platform that allows DevOps teams to autonomously manage and analyze log data in cloud applications. Engineers can narrow down hundreds of millions of logs to suspected logs, broken flows, error trends, and problematic version upgrades in order to reach time to market fast, avoid customer attrition, and accelerate their version delivery without compromising quality or stability. Coralogix allows DevOps and other engineering teams a way to observe and analyze data streams before they get indexed and/or sent to storage, giving them more flexibility to query the data in different ways and glean more insights faster. Coralogix was founded in 2014 and is based in San Francisco, California.
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Logz.io
IsraelFounding Year: 2014Total Funding: $122Mhttps://logz.io/Logz.io offers a cloud-based service that enables companies to process the diagnostics data they collect about their applications.
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Mezmo
United StatesFounding Year: 2015https://www.mezmo.com/Mezmo is an observability platform to manage and take action on data. It ingests, processes, and routes log data to fuel enterprise-level application development and delivery, security, and compliance use cases. It offers solutions such as reducing SIEM costs, ELK replacement, enabling digital transformation, and DevSecOps and Control. It was formerly known as LogDNA. It was founded in 2015 and is based in San Jose, California.
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Cisco AppDynamics
United StatesFounding Year: 2008Total Funding: $414.5Mhttps://www.appdynamics.com/AppDynamics is a provider of Software-as-Service (SaaS) and on-premise application performance management for modern application architectures in both the cloud and the data center. The company delivers solutions for highly distributed and agile environments, helping companies monitor, troubleshoot, diagnose, and scale production applications. AppDynamics has combined its technology platform with an "easy-to-use" approach which enables Development and Operations teams to be up and running on AppDynamics within minutes.
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Datadog
United StatesFounding Year: 2010Total Funding: $147.09Mhttps://www.datadoghq.com/Datadog (NASDAQ: DDOG) offers a monitoring and security platform for developers, information technology operations teams, and business users available in the cloud. The company collects data from servers, databases, applications, tools, and services to present a unified view of the infrastructure. These capabilities are provided on a SaaS-based monitoring and data analytics platform that enables multiple teams to work collaboratively on the infrastructure to avoid downtime, resolve performance problems and ensure that development and deployment cycles finish on time. The company was founded in 2010 and is based in New York, New York.
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Observe
United StatesFounding Year: 2017Total Funding: $105Mhttps://www.observeinc.com/Observe is a SaaS observability company that discerns why applications and infrastructure are running the way they are from the data they emit. The company enables engineers to spend more time coding features and less time investigating incidents. The company was founded in 2017 and is based in San Mateo, California.
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https://sematext.com/
Sematext
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Google Cloud Logging
United StatesFounding Year: 2008https://cloud.google.com/loggingGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Azure Monitor
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/monitorMicrosoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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LogRythm
United StatesFounding Year: 2003Total Funding: $126.25Mhttps://logrhythm.com/LogRhythm, a provider in security intelligence and analytics, empowers organizations around the globe to rapidly detect, respond to and neutralize damaging cyber threats. The company's platform unifies next-generation SIEM, log management, network and endpoint monitoring, and advanced security analytics. In addition to protecting customers from the risks associated with cyber threats, LogRhythm provides unparalleled compliance automation and assurance, and enhanced IT intelligence.
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Kibana
NetherlandsFounding Year: 2012Total Funding: $104Mhttps://www.elastic.co/kibana/Elastic is a search engine based on Lucene. It provides a distributed, multitenant-capable full-text search engine with an HTTP web interface and schema-free JSON documents.
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Splunk
United StatesFounding Year: 2005Total Funding: $40Mhttps://www.splunk.com/Splunk (NASDAQ: SPLK) provides a software platform that enables organizations to gain operational intelligence. Its software collects and indexes data, regardless of format or source, and enables users to quickly and easily search, correlate, analyze, monitor, and report on this data. The company was founded in 2005 and is based in San Francisco, California.
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Exabeam
United StatesFounding Year: 2013Total Funding: $390Mhttps://www.exabeam.com/Exabeam complements existing security information and event management and log management systems with machine-learning technology that focuses on attacker behavior rather than malware and tools to detect modern cyberattacks. Exabeam's user behavior analytics solution leverages existing log data to quickly detect advanced attacks, prioritize incidents and guide effective response. The company's Stateful User Tracking automates the work of security analysts by resolving individual security events and behavioral anomalies into a complete attack chain. The firm primarily serves retail banks, investment banks, academic institutions, retail, and technology firms. It was founded in 2013 and is based in Foster city, California.
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Solarwinds loggly
United StatesFounding Year: 1999Total Funding: $207.5Mhttps://www.solarwinds.com/logglySolarWinds (NYSE:SWI) is a company that develops software for businesses to help manage their networks, systems, and information technology infrastructure.
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Crypto & Web 3 Analytics
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TRM
United StatesFounding Year: 2017Total Funding: $150.05Mhttps://www.trmlabs.com/TRM Labs offers a platform designed specifically to streamline on-chain AML compliance for digital asset companies, saving them time and reducing risk. The TRM platform includes solutions for on-chain customer due diligence, transaction monitoring, and customer relationship management. It was founded in 2017 and is based in San Francisco, California.
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Nansen
SingaporeFounding Year: 2020Total Funding: $88.2Mhttps://www.nansen.ai/Nansen is an Ethereum data provider that analyzes millions of data points on Ethereum wallets, transactions, and smart contracts, helping separate the signal from the noise in blockchain data.
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https://www.getmerlin.xyz/

Merlin
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Luabase
United StatesFounding Year: 2022Total Funding: $4.5Mhttps://luabase.com/Luabase ingests, models, and enriches blockchain data. It allows users to mitigate the cost of querying large sums of blockchain data with SQL, analyze it in Notebooks, and embed the data in various applications via its API. The company was founded in 2022 and is based in Philadelphia, Pennsylvania.
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Allium
United StatesFounding Year: 2022Total Funding: $4.25Mhttps://www.allium.so/Allium provides on-chain data infrastructure products ranging from managed blockchain databases, and enriched data schemas, to real-time alerting capabilities. The company primarily serves crypto analytics teams. The company was founded in 2022 and is based in New York, New York.
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Dune
NorwayFounding Year: 2018Total Funding: $79.42Mhttps://dune.com/homeDune Analytics is a web-based tool that lets users view and creates charts depicting activity on the Ethereum blockchain. It enables users to pull data directly from the Ethereum blockchain via SQL queries. The company was founded in 2018 and is based in Oslo, Norway.
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nxyz
United StatesFounding Year: 2022Total Funding: $40Mhttps://n.xyz/Nxyz provides a multi-chain indexing product suite that exposes blockchain data through low-latency APIs. It provides data infrastructure so that developers can spend more time building user-facing applications, not bringing up infrastructure. The company was founded in 2022 and is based in Mountain View, California.
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Elliptic
United KingdomFounding Year: 2013Total Funding: $99.13Mhttps://www.elliptic.co/Elliptic offers a cryptocurrency surveillance service for law enforcement and companies that aims to make cryptocurrency transaction activity more transparent and accountable. The company uses artificial intelligence to explore cryptocurrency networks for patterns of suspicious transactions and activity and allows users to detect unusual transactions and track their origin.
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Chainalysis
United StatesFounding Year: 2014Total Funding: $536.72Mhttps://www.chainalysis.com/Chainalysis offers cryptocurrency investigation and compliance solutions to government agencies, exchanges, financial institutions, and insurance and cybersecurity companies globally. Its products include Chainalysis Business Data, on-chain customer intelligence for cryptocurrency businesses; Chainalysis KYT, an automated cryptocurrency transaction monitoring software; and Chainalysis Kryptos, a reference directory for cryptocurrency services' on-chain activity. The company also offers Chainalysis Maket Intel that provides on-chain metrics on the trading, demand, supply, generation, and risk of cryptocurrencies and Chainalysis Reactor, an investigation software for tracking flow of funds across blockchains. Chainalysis was founded in 2014 and is based in New York, New York
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Query Engine
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Ahana
United StatesFounding Year: 2020Total Funding: $31.75Mhttps://ahana.io/Ahana offers a managed service platform for Presto on AWS with the vision to simplify open data lake analytics. Ahana is used by tech companies in various industries. The company was founded in 2020 and is based in San Mateo, California.
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Amazon Athena
United StatesFounding Year: 2006https://aws.amazon.com/athena/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Starburst
United StatesFounding Year: 2017Total Funding: $414Mhttps://www.starburst.io/Starburst is an analytics anywhere company. It provides a distributed SQL query engine. With the ability to connect to a wide variety of data sources, companies use Presto to power large-scale, interactive analytics without the need to move their data. Starburst was previously known as Project Flex. The company was founded in 2017 and is based in Boston, Massachusetts.
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Dremio
United StatesFounding Year: 2015Total Funding: $405Mhttps://www.dremio.com/Dremio provides a data analytics platform that allows business users to curate precisely the data they need, from any data source, then accelerate analytical processing for BI tools, machine learning, data science, and SQL clients. The company was founded in 2015 and is based in Santa Clara, California.
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Enterprise Search
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ChaosSearch
United StatesFounding Year: 2017Total Funding: $50.68Mhttps://www.chaossearch.io/ChaosSearch is a cloud-based log management and analytics service that extends the power of ELK directly onto AWS S3, providing access to long term data.
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Seva
United StatesFounding Year: 2017Total Funding: $2.4Mhttps://www.hiseva.com/Seva is a hosted information discovery and collaboration platform that helps teams be more efficient. Integrated across a range of applications for email, messaging, document management, code management, and others, Seva gives knowledge workers a single source of truth, giving users access to information they need to do their jobs.
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Onna
United StatesFounding Year: 2015Total Funding: $54Mhttps://onna.com/Onna is a central access point for enterprise apps for users to find information in one place (legal discovery, compliance, knowledge management and enterprise search) regardless of where it is originally stored. It gives customers an open API to integrate any data source, drop in any ML model and finally connect to any workflow or application.
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Microsoft Azure Cognitive Search
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/cognitive-services/Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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Glean
United StatesFounding Year: 2019Total Funding: $155.3Mhttps://www.glean.com/Glean is a work assistant platform that searches across all of its users' company's apps with the aim of finding exactly what they need. Per the company, its enterprise search platform understands context, language, behavior, and relationships with others and helps users find personalized answers to their questions. The company was founded in 2019 and is based in Palo Alto, California.
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Algolia
United StatesFounding Year: 2012Total Funding: $334.34Mhttps://www.algolia.com/Algolia provides a search engine as a service for enterprise search headless e-commerce mobile and app search, and voice search. It offers products such as algolia Search for relevant search and discovery and algolia Recommend for recommended searches. It caters its solution to e-commerce, B2B e-commerce marketplaces, media, and SaaS Industries. Algolia products integrate with Salesforce, Netlify, Shopify and more. The company was founded in 2012 and is based in San Francisco, California.
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AWS OpenSearch
United StatesFounding Year: 2006https://aws.amazon.com/what-is/opensearch/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Vectara
United StatesFounding Year: 2022Total Funding: $20Mhttps://vectara.com/Vectara is a semantic search software company. It uses neural search technology, providing increases in search relevance when compared with keyword-based algorithms. The company was founded in 2022 and is based in Cupertino, California.
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Coveo
CanadaFounding Year: 2005Total Funding: $341.75Mhttps://www.coveo.com/enCoveo uses AI and intelligent search technologies to personalize millions of digital experiences for customers, partners, dealers, and employees. Coveo combines unified content, unified interactions and machine learning to deliver relevant information and recommendations across every business interaction, making websites, commerce, contact centers, intranets and digital properties and apps effortless, content-rich and effective.
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Quickwit
United StatesFounding Year: 2020https://quickwit.io/Quickwit is an open-source search engine built explicitly for object storage. It offers search on object storage with sub-second latency, an ingest and aggregation API that is Elasticsearch compatible, cloud-native strict schema indexing, a log management solution, and more. It was founded in 2020 and is based in San Francisco, California.
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Lucidworks
United StatesFounding Year: 2007Total Funding: $211Mhttps://lucidworks.com/Lucidworks builds AI-powered search solutions for various large brands. Fusion, Lucidworks' advanced development platform, provides the capabilities needed to design, develop, and deploy intelligent search applications at any scale. Companies across all industries, from consumer retail and healthcare to insurance and financial services, rely on Lucidworks every day to power their consumer-facing and enterprise search apps.
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Amazon CloudSearch
United StatesFounding Year: 2006https://aws.amazon.com/cloudsearch/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Elastic
NetherlandsFounding Year: 2012Total Funding: $104Mhttps://www.elastic.co/Elastic is a search engine based on Lucene. It provides a distributed, multitenant-capable full-text search engine with an HTTP web interface and schema-free JSON documents.
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Sinequa
FranceFounding Year: 1984Total Funding: $29Mhttps://www.sinequa.com/Sinequa is an independent software vendor providing an AI-powered search & analytics platform for Global 2000 companies and government agencies that connects people with the information and insights necessary for organizations to become information-driven.
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Amazon Kendra
United StatesFounding Year: 2006https://aws.amazon.com/kendra/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Oracle Endeca
United StatesFounding Year: 1977https://www.oracle.com/middleware/technologies/endeca-server.html#:~:text=Oracle%20Endeca%20Server%20is%20a,Server%20is%20designed%20for%20discovery.Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.
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Alphasense
United StatesFounding Year: 2011Total Funding: $497.36Mhttps://www.alpha-sense.com/AlphaSense develops a market intelligence platform. The company's AI-based technology helps professionals make smarter business decisions by delivering insights from an extensive universe of public and private content, including company filings, event transcripts, expert call transcripts, news, trade journals, and equity research. AlphaSense was founded in 2011 and is headquartered in New York, New York.
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Machine Learning & Artificial Intelligence
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Data Science Notebooks
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Amazon SageMaker
United StatesFounding Year: 2006https://aws.amazon.com/pm/sagemaker/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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SaturnCloud
United StatesFounding Year: 2019Total Funding: $10.5Mhttps://saturncloud.io/Saturn Cloud provides a data science platform that features a parallel computing library, Dask, as its flagship product and offers teams collaboration, scalable compute resources, and analytics.
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Count
United KingdomFounding Year: 2016Total Funding: $5.4Mhttps://count.co/Count develops a data platform that provides early-stage teams with tools to build data pipelines. It provides solutions for ad hoc analysis, data transformation, problem-solving, and reporting. The company was founded in 2016 and is based in London, U.K.
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Binder
CanadaTotal Funding: $0.07Mhttps://mybinder.org/Binder is a cloud-based platform that aims to empower high-growth companies to attract, identify, qualify, and hire entry-level talent.
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Hex
United StatesFounding Year: 2019Total Funding: $73.5Mhttps://hex.tech/Hex is building a data science platform that aims to allow users to build and collaborate on analyses, and turn them into data-driven apps, backed by powerful logic and deep connections to data. The company was founded in 2019 and is based in San Francisco, California.
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noteable
United StatesFounding Year: 2020Total Funding: $25.08Mhttps://noteable.io/Noteable develops a collaborative notebook experience that eliminates the barriers between data analytics and data science teams.
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https://colab.research.google.com/
Google Colab
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Deepnote
United StatesFounding Year: 2019Total Funding: $23.8Mhttps://deepnote.com/Deepnote is building a data science notebook for teams. In the notebook, users can connect their data, explore, and analyze it. Users can easily share project links with team collaborators, or with end-users to present polished assets. All of this is done through a simple, browser-based UI that runs in the cloud.
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https://jupyter.org/

Jupyter
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https://cocalc.com/

Cocalc
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https://visualstudio.microsoft.com/vs/features/notebooks-at-microsoft/

Azure Notebooks
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https://nextjournal.com/

NextJournal
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Curvenote
CanadaFounding Year: 2020Total Funding: $0.13Mhttps://curvenote.dev/Curvenote is a collaborative writing environment for scientific content, with integrations to Jupyter.
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Data Science Platforms
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Altair
United StatesFounding Year: 1985Total Funding: $35.05Mhttps://www.altair.com/Altair empowers client development and decision-making through technology that optimizes the analysis, management, and visualization of business and engineering information. The company was founded in 1985 and is based in Troy, Michigan.
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anaconda
United StatesFounding Year: 2012Total Funding: $55.85Mhttps://www.anaconda.com/Anaconda is a python data science platform and its flagship product, Anaconda Enterprise, allows organizations to secure, govern, scale, and extend Anaconda to deliver insights that drive businesses and industries forward.
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IBM Watson Studio
United StatesFounding Year: 1911https://www.ibm.com/cloud/watson-studioIBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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Mathworks
United StatesFounding Year: 1984https://www.mathworks.com/MathWorks develops mathematical computing software, MATLAB and Simulink. Engineers and scientists worldwide rely on its products to accelerate the pace of discovery and development of ideas and solutions to challenging problems.
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Oracle Data Science Platform
United StatesFounding Year: 1977https://www.oracle.com/artificial-intelligence/data-science/Oracle (NYSE: ORCL) is an enterprise software company that aims to offer a complete, open, and integrated IT stack of cloud applications, platform services, and engineered systems to help clients manage business information and streamline business processes. The company was founded in 1977 and is based in Redwood City, California.
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Sas
United StatesFounding Year: 1976https://www.sas.com/en_us/home.htmlSAS provides software and solutions for business analytics, data management, and AI, used to gather, manage, and analyze corporate information. It offers business analytics SaaS for a range of industries that include agriculture, banking, education, healthcare, insurance, life sciences, manufacturing, retail and consumer goods, public sector, sports, telecommunications and utility industries. The company was founded in 1976 and is based in Cary, North Carolina.
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Tibco
United StatesFounding Year: 1997Total Funding: $27.03Mhttps://www.tibco.com/TIBCO Software focuses on infrastructure and business intelligence software. It offers products such as TIBCO Cloud integration, TIBCO Cloud API management, TIBCO BusinessWorks, TIBCO BusinessConnect and more. The company caters to banking, credit union, energy, government, healthcare, insurance and more. TIBCO Software was founded in 1997 and is based in Palo Alto, California.
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Knime
SwitzerlandFounding Year: 2008https://www.knime.com/KNIME specializes in data mining, business intelligence, data analysis, data integration, predictive models, statistics, workflow tool, reporting, data science and machine learning. It is based in Zurich, Switzerland.
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Palantir Technologies
United StatesFounding Year: 2003Total Funding: $2494.23Mhttps://www.palantir.com/Palantir Technologies (NYSE: PLTR) offers a suite of software applications for integrating, visualizing and analyzing the world's information, supporting datasets including structured, unstructured, relational, temporal and geospatial. Palantir's products are built for real analysis with a focus on security, scalability, ease of use and collaboration. The products are broadly deployed in the intelligence, defense, law enforcement and financial communities.
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RapidMiner
United StatesFounding Year: 2007Total Funding: $36.68Mhttps://rapidminer.com/RapidMiner is a data analytics and machine learning software provider. It is a predictive analytics platform, that provides solutions for a variety of industries. The platform is used by business analysts. RapidMiner was formerly known as Rapid-I. The company was founded in 2007 and is based in Boston, Massachusetts. In September 2022, RapidMiner was acquired by Altair. The terms of the transaction were not disclosed.
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Enterprise ML Platforms
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Continual
United StatesFounding Year: 2019Total Funding: $18.5Mhttps://continual.ai/Continual brings operational AI to the modern, warehouse-centric data stack. The company was founded in 2019 and is based in San Francisco, California.
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Amazon SageMaker
United StatesFounding Year: 2006https://aws.amazon.com/pm/sagemaker/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Graft
United StatesFounding Year: 2021Total Funding: $4.5Mhttps://graft.com/Graft is a cloud-native platform that empowers organizations to wield advanced AI techniques to unlock the value of text, images, video, audio, and graphs. The company was founded in 2021 and is based in San Francisco, California.
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Snorkel
United StatesFounding Year: 2019Total Funding: $135Mhttps://snorkel.ai/Snorkel AI is the developer of a system for programmatically building and managing training datasets. The company's platform allows users to develop training datasets. The company was founded in 2019 and is based in Redwood City, California.
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Google Cloud Vertex AI
United StatesFounding Year: 2008https://cloud.google.com/vertex-aiGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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DotData
United StatesFounding Year: 2018Total Funding: $54.6Mhttps://dotdata.com/dotData provides an end-to-end data science automation platform that accelerates, democratizes, and operationalizes the entire data science process with artificial intelligence/machine learning. It was founded in 2018 and is based in San Mateo, California.
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Obviously.ai
United StatesFounding Year: 2018Total Funding: $8.3Mhttps://www.obviously.ai/Obviously AI helps users integrate their workflow by connecting data sources. Its platform allows users to run machine learning predictions and analytics. Obviously AI aims to forego coding required for machine learning and analytics to drive productivity.
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Databricks
United StatesFounding Year: 2013Total Funding: $3497Mhttps://www.databricks.com/Databricks provides a data platform that aims to simplify data integration and offers data analytic services. Databricks Lakehouse Platform serves corporations in various industries worldwide. It was founded in 2013 and is based in San Francisco, California.
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Modular
United StatesFounding Year: 2022Total Funding: $30Mhttps://www.modular.com/Modular offers a platform that unifies popular AI framework frontends via modular, “composable” common components. The company aims to let developers plug in custom hardware to train AI systems and deploy those systems to edge devices or servers. It was founded in 2022 and is based in San Francisco, California.
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Wallaroo
United StatesFounding Year: 2017Total Funding: $31.32Mhttps://www.wallaroo.ai/Wallaroo is an enterprise ML & AI platform that turns data into business results faster, easier, and with lower investment. It is streamlining the ML lifecycle and giving data scientists the freedom to use the tools they love.
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Domino
United StatesFounding Year: 2013Total Funding: $223.6Mhttps://www.dominodatalab.com/Domino is a workbench that accelerates the entire analytical lifecycle, from early exploratory work all the way to deploying your models, allowing users to track and share work along the way. It works alongside the tools and languages already used, including R, Python, Julia and more. Domino Data Lab was founded in 2013 and is based in San Francisco, California.
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Abacus.ai
United StatesFounding Year: 2019Total Funding: $90.25Mhttps://abacus.ai/Abacus.AI helps enterprises make better use of AI by empowering developers to build custom models from data sets. It provides deep learning techniques to create custom models or plug and play models on its ML infrastructure. Abacus.AI has support for all aspects of the ML lifecycle including data pipelines, data wrangling, online feature store, model training, hosting, and monitoring drift.
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Aible
United StatesFounding Year: 2018Total Funding: $26.93Mhttps://www.aible.com/Aible has developed an AI software that offers services including data cleansing, feature creation, model training, data scoring, model deployment and quantifying impact to help business users.
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Azure Machine Learning
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/machine-learning/#product-overviewMicrosoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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Dataiku
United StatesFounding Year: 2013Total Funding: $846.6Mhttps://www.dataiku.com/Dataiku is a late-stage technology firm that develops a centralized data platform that democratizes the use of data science, machine learning, and AI in the enterprise. Dataiku helps businesses move along their data journey from data preparation to analytics at scale to enterprise AI by providing a common ground for data experts and explorers, a repository of best practices, shortcuts to machine learning and AI deployment/management, and a centralized, controlled environment. The firm primarily serves the retail, financial, pharmaceutical, and manufacturing industries. It was founded in 2013 and is based in New York, New York.
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DataRobot
United StatesFounding Year: 2012Total Funding: $1089.37Mhttps://www.datarobot.com/DataRobot offers an enterprise machine learning platform that empowers users of all skill levels to make better predictions faster. Incorporating a library of hundreds of open-source machine learning algorithms, the DataRobot platform automates, trains, and evaluates predictive models in parallel, delivering more accurate predictions at scale.
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CausaLens
United KingdomFounding Year: 2017Total Funding: $51Mhttps://www.causalens.com/causaLens builds Causal AI-powered products that are trusted by organizations across a wide range of industries. Its No-Code Causal AI Platform empowers all types of users to make decisions through an intuitive user interface.
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H2O.ai
United StatesFounding Year: 2011Total Funding: $246.12Mhttps://h2o.ai/H2O.ai is an AI company that makes machine learning accessible to corporates and allows business users to extract key information from data, without needing prior knowledge in deploying or tuning machine learning model, with key deployments in financial services, insurance, healthcare, among other industries. The firm was founded in 2011 and is based in Mountain View, California.
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Data Generation & Labelling
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MostlyAI
AustriaFounding Year: 2017Total Funding: $31.14Mhttps://mostly.ai/Mostly AI develops and offers a synthetic data engine that provides organizations the ability to generate realistic and representative synthetic users and data, retaining structure and variation while preserving privacy. The company serves the banking, insurance and telecommunications industries. It was founded in 2017 and is based in Vienna, Austria.
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Appen
AustraliaFounding Year: 1996https://appen.com/Appen is a global provider in speech and search technology services. With expertise in more than 150 languages, Appen partners with technology and ecommerce companies as they develop new offerings and expand them to global markets. The company's solutions help companies create engaging products with accurate speech interfaces and relevant content ranging from web sites, to maps, images, and merchandise.
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Scale
United StatesFounding Year: 2016Total Funding: $602.82Mhttps://scale.com/Scale AI is an API for human labor that allows developers to enter requests for humans to complete menial, repetitive tasks that cannot be done by a computer. With Scale, developers can get information screened for duplicates and mismatches and have user-generated content moderated and categorized.
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https://www.mturk.com/

Amazon MechanicalTurk
United StatesAmazon Mechanical Turk (MTurk) is a crowdsourcing marketplace that makes it easier for individuals and businesses to outsource their processes and jobs to a distributed workforce who can perform these tasks virtually. The company is based in Seattle, Washington.
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Alegion
United StatesFounding Year: 2012Total Funding: $32.38Mhttps://www.alegion.com/Alegion is a data labeling solution for enterprise-grade Machine Learning. The company's services include streaming, high-resolution, high-density video annotation, and delivering accurately-annotated, model-ready data to train and validate ML models. Alegion provides both the platform and workforce to operate with quality at scale, processing structured and unstructured data including video, image, audio, and text. The platform supports complex use cases, powered by robust ontologies and entity relationships. Alegion was founded in 2012 and is based in Austin, Texas.
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Upwork
United StatesFounding Year: 2004Total Funding: $75Mhttps://www.upwork.com/Upwork is a freelance talent marketplace that enables businesses with more access to quality talent.
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Datagen
IsraelFounding Year: 2018Total Funding: $69Mhttps://datagen.tech/DatGen Technologies is a data-as-a-service (DaaS) platform, creating customized, photorealistic, synthetic visual data to train neural networks. Has applications in virtual reality, augmented reality, drones, security, and autonomous vehicles.
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Hive
United StatesFounding Year: 2013Total Funding: $85Mhttps://thehive.ai/Hive provides cloud-based enterprise AI solutions that help companies use AI to interpret video, image, audio, and text. The company offers end-to-end AI services, including pre-trained AI models served via API and a suite of enterprise applications. Hive's technology enables use cases that includes automated content moderation, brand protection and platform integrity, content-based ad targeting, advertising and sponsorship measurement, and more. The company serves the automotive & transportation, financial services & insurance, media & entertainment, communications, manufacturing, travel, retail, restaurants, and utilities industries. It was founded in 2013 and is based in San Francisco, California.
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super.ai
United StatesFounding Year: 2017Total Funding: $18.13Mhttps://super.ai/Super.AI develops an AI enablement platform that accelerates machine learning projects by using AI and humans to generate, structure, and label any type of data. The firm's products include unstructured data processing, intelligent document processing, Super.Redact, Super.Classify, Super.Extract, and Super.Answer. Super.AI primarily serves the financial services, insurance, and retail industries. It was founded in 2017 and is based in Bellevue, Washington.
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CloudFactory
United KingdomFounding Year: 2010Total Funding: $77.3Mhttps://www.cloudfactory.com/CloudFactory creates economic and leadership opportunities for talented people in developing nations. It is a distributed labor platform offering human and machine intelligence. The company was founded in 2010 and is based in Reading, U.K.
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https://www.m47.ai/
M47 AI
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Kili
FranceFounding Year: 2018Total Funding: $32Mhttps://kili-technology.com/Kili Technology is an image, video, and text annotation tool that speeds up training sets’ annotation. It is based in Paris, France.
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Sama
United StatesFounding Year: 2008Total Funding: $84.84Mhttps://www.sama.com/Sama provides accurate data for ambitious AI. Its training data platform develops accurate machine learning models specializing in image, video, and sensor data annotation and validation for machine learning algorithms in industries including transportation, retail and e-commerce, consumer and media, MedTech, manufacturing and robotics, and agriculture. The company was founded in 2008 and is based in San Francisco, California.
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V7
United KingdomFounding Year: 2018Total Funding: $36Mhttps://www.v7labs.com/V7 provides artificial intelligence (AI) computer vision. The platform offers image annotation, dataset management, model management and more solutions. It operates in agriculture, automotive, construction, energy, food and beverage, government, healthcare and more. The company's Aipoly offers an app for the blind and visually impaired. The company was founded in 2018 and is based in London, U.K.
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Gretel
United StatesFounding Year: 2019Total Funding: $65.5Mhttps://gretel.ai/Gretel develops software that enables developers and engineers to access and share anonymized data for developing applications.
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SuperAnnotate
United StatesFounding Year: 2018Total Funding: $17.5Mhttps://www.superannotate.com/SuperAnnotate AI develops an end-to-end platform to annotate, train, and automate AI. The company designs AI-powered image and video annotation software solutions for industries. It serves clients in the Agriculture, Autonomous Driving, Robotics, Aerial Imagery, NLP, Healthcare, Sports, Insurance, and Security industries. SuperAnnotate was founded in 2018 and is based in Sunnyvale, California.
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Tonic AI
United StatesFounding Year: 2018Total Funding: $43Mhttps://www.tonic.ai/Tonic.ai automatically creates mock data that preserves characteristics of secure datasets so that developers, data scientists, and salespeople can work without breaching privacy. It offers data that is modeled from a client's production data to help tell an identical story in the client's testing environments. The company was founded in 2018 and is based in San Francisco, California.
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Unity
United StatesFounding Year: 2004Total Funding: $973.5Mhttps://unity.com/Unity (NYSE: U) develops a 3D development platform, giving developers around the world the tools to create interactive 2D, 3D, VR, and AR experiences. It offers software solutions to create, run, and monetize 2D and 3D content for mobile phones, tablets, PCs, consoles, and augmented and virtual reality devices. The company was founded in 2004 and is based in San Francisco, California.
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Superb AI
United StatesFounding Year: 2018Total Funding: $26.98Mhttps://www.superb-ai.com/Superb AI uses AI to customize training data for large tech companies. The company's Superb AI Suite is an enterprise SaaS platform built to help ML engineers, product teams, researchers, and data annotators create efficient training data workflows through its filter and search, auto-labeling AI, and ML Ops integration solutions. It was founded in 2018 and is based in San Mateo, California.
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Dataloop
IsraelFounding Year: 2017Total Funding: $49Mhttps://dataloop.ai/Dataloop provides an enterprise-grade data platform for vision AI systems in development and in production. It specializes in high volume and complex data and helps a wide range of deep learning teams automate their data preparation processes. It caters its services to retail, drones, aerial imagery, robotics, autonomous vehicles, precision agriculture, media, and content industries. The platform provides features such as lidar data annotation, data annotation, data operations, and deep learning. The company was founded in 2017 and is based in Herzliya, Israel.
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MLOps
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MindsDB
United StatesFounding Year: 2017Total Funding: $27.2Mhttps://mindsdb.com/MindsDB develops an open-source applied machine learning (ML) platform that enables developers to create AI-centered applications for living and working. The company offers to retrain models, BI tools, data transformation, and more. MindsDB was founded in 2017 and is based in San Jose, California.
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Predibase
United StatesFounding Year: 2021Total Funding: $16.25Mhttps://predibase.com/Predibase’s mission is to make ML easy for every organization. Like Infrastructure-as-Code simplified IT, Predibase’s ML platform allows users to focus on the “what” of their ML models rather than the “how,” breaking free of the usual limitations in low-code systems and bringing down the time-to-value of ML projects from years to days. The company was founded in 2021 and is based in San Francisco, California.
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Fiddler AI
United StatesFounding Year: 2018Total Funding: $45.2Mhttps://www.fiddler.ai/Fiddler AI is building an explainable AI engine that will allow companies to analyze, manage, and deploy their machine learning models at scale. It serves businesses ranging from large enterprises to startups.
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Truera
United StatesFounding Year: 2019Total Funding: $42.28Mhttps://truera.com/TruEra helps companies to build and maintain better ML models, faster. TruEra provides a suite of AI quality solutions that help enterprises analyze machine learning, improve and monitor model quality, and build trust. Powered by Artificial Intelligence (AI) Explainability technology, the TruEra platform helps eliminate the black box surrounding widely used AI and ML technologies. This visibility leads to higher quality, explainable models that sustainably achieve measurable business results, address unfair bias, and ensure governance and compliance. TruEra serves companies in industries including aerospace and defense, banking, government, healthcare, insurance, and manufacturing. The company was formerly known as AILens. TruEra was founded in 2019 and is based in Redwood City, California
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Seldon
United KingdomFounding Year: 2014Total Funding: $13.01Mhttps://www.seldon.io/Seldon Technologies accelerates the adoption of machine learning to solve challenging problems. The company democratizes technologies that were once the preserve of tech giants – and putting them in everyone's hands.
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Arize AI
United StatesFounding Year: 2019Total Funding: $61Mhttps://arize.com/Arize AI develops an analytical platform for observability in artificial intelligence (AI) and machine learning to watch, troubleshoot and guardrail deployed AI enables clients to accelerate detecting and resolving issues. Its solutions provide ML teams the tools to understand their models in production and to get the cause behind issues that emerge. The company was founded in 2019 and is based in Mill Valley, California.
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Neptune.ai
United StatesFounding Year: 2017Total Funding: $12.7Mhttps://neptune.ai/Neptune is a platform built for data scientists to make machine learning models development fast and reliable. With Neptune data scientists can easily monitor, compare, track and reproduce their experiments and results. Neptune was founded in 2017 and is based in Palo Alto, California.
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http://finegrain.ai/

Finegrain
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OctoML
United StatesFounding Year: 2019Total Funding: $131.9Mhttps://octoml.ai/OctoML offers efficient and secure deployments of machine learning and deep learning models as a managed service.
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Cortex
United StatesFounding Year: 2018https://www.cortex.dev/cortex provides containers as a service on AWS to deploy, manage, and scale containers without worrying about Kubernetes. It was founded in 2018 and is based in Oakland, California. On April 25th, 2022, cortex was acquired by Databricks. The terms of the transaction were not disclosed.
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NannyML
BelgiumFounding Year: 2020Total Funding: $1.25Mhttps://www.nannyml.com/NannyML develops an AI-monitoring platform designed to detect data drift, concept drift and estimate possible model degradation. The company's system measures the performance of the AI models in production, automatically lets the user know when their AI models are failing and offering a deep and intuitive understanding of how the AI models make decisions and those change over time, enabling decision-makers to monitor the decisions that AI takes and make their business decisions accordingly.
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Diveplane
United StatesFounding Year: 2017Total Funding: $25Mhttps://diveplane.com/Diveplane develops technology that helps to understand AI with a trainable, interpretable, and auditable. It offers products such as Diveplane REACTOR, Diveplane GEMINAI, Diveplane ALLUVION, and Diveplane SONAR, and offers a solution Diveplane professional services to finance, healthcare, supply chain, commercial real estate, and defense industries. The company was founded in 2017 and is based in Raleigh, North Carolina.
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Gantry
United StatesFounding Year: 2020Total Funding: $28.3Mhttps://gantry.io/Gantry operates a service that aims to help AI development teams decide when to retrain their AI systems and which data to use during retraining. Its platform can connect to existing apps, data labeling services, and data storage and can summarize and visualize data during the training, evaluation, and deployment stages. It was founded in 2020 and is based in San Francisco, California.
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Verta
United StatesFounding Year: 2018Total Funding: $11.7Mhttps://www.verta.ai/Verta builds software infrastructure to help enterprise data science and machine learning (ML) teams rapidly develop and deploy ML models. The Verta platform builds upon research at MIT CSAIL on ModelDB, an open-source model management system used at Fortune 500 companies. Verta's technology extends ModelDB to support the entire modeling lifecycle including model training, deployment, and governance.
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Iterative
United StatesFounding Year: 2018Total Funding: $23.85Mhttps://iterative.ai/Iterative offers DVC.org as an open source tool for data and models versioning for ML projects.
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Datatron
United StatesFounding Year: 2016Total Funding: $8.18Mhttps://datatron.com/Datatron's real-time big data AI engine is complete with proprietary software that allows for enterprises to optimize real-time business decisions.
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Valohai
FinlandFounding Year: 2016Total Funding: $1.8Mhttps://valohai.com/Valohai is a SaaS platform that allows international companies to accelerate machine learning development and scale their model deployment. The scalable solution allows companies to run multiple variations of machine learning ideas in parallel, leaving developers free to focus on pushing the boundaries of their research with minimal idle time. The platform, which requires no setup, meaning companies can start building large-scale ML models immediately, is designed to be used for peer review and open-source collaboration. The Valohai system can track changes, build reproducible algorithms, and ensure changes in team composition do not hinder the experiment process.
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https://www.hopsworks.ai/

Hopsworks
SwedenThe Hopsworks Feature Store provides an open ecosystem that connects to the largest number of data storage, data pipelines, and data science platforms. The company specializes in Hadoop, distributed systems, Spark, Tensorflow and more. It was founded in 2016 and is based in Stockholm, Sweden.
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https://www.preemo.io/

Preemo
United StatesPreemo is a provider of a real-time data infrastructure that allows companies to centralize scattered data into their data warehouse and push insights to operational tools without requiring engineering work, enabling data teams to build insights faster by making it easy to collect, monitor, and activate all data in one place. The company is based in Burlingame, California.
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Giskard
FranceFounding Year: 2021Total Funding: $1.6Mhttps://www.giskard.ai/Giskard offers a collaborative and open-source software platform to ensure the quality of AI models. Its continuous integration and continuous delivery (CI/CD) platform help in the integration, uploading, evaluation, testing, and deployment of machine learning (ML) models. The company was founded in 2021 and is based in Paris, France.
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https://dust.tt/

Dust
FranceDust designs and deploys large language-model apps. The company helps in accelerating large language models (LLMs). It is based in Paris, France.
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Google Cloud Vertex AI
United StatesFounding Year: 2008https://cloud.google.com/vertex-aiGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Evidently AI
United StatesFounding Year: 2020Total Funding: $0.13Mhttps://www.evidentlyai.com/Evidently AI builds an open-source standard to evaluate and monitor machine-learning models in production. It is designed to help enterprise data science teams operate their models more reliably and detect and resolve issues.
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Amazon SageMaker
United StatesFounding Year: 2006https://aws.amazon.com/sagemaker/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Modzy
United StatesFounding Year: 2019Total Funding: $5Mhttps://www.modzy.com/Modzy provides a secure ModelOps AI enterprise platform to discover, deploy, manage and govern AI at scale. The platform offers a rapid deploy-anywhere approach and a model marketplace with vetted and pre-trained models from AI companies. Modzy includes explainability to increase AI trust levels and adversarial defense for resilience against data poisoning and other threats.
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Baseten
United StatesFounding Year: 2019Total Funding: $20Mhttps://www.baseten.co/Baseten makes going from machine learning models to production-grade applications fast and easy. With Baseten, data science and machine learning teams can ship full-stack ML applications without backend, frontend, or MLOps knowledge, enabling faster, smarter decision-making at their organizations. It was founded in 2019 and is based in San Francisco, California.
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Robust Intelligence
United StatesFounding Year: 2019Total Funding: $44Mhttps://www.robustintelligence.com/Robust Intelligence builds products that integrate seamlessly into the AI development life cycle to ensure robustness and reliability. Its customers include technology companies, financial institutions, and government agencies.
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ZenML
GermanyFounding Year: 2021Total Funding: $2.7Mhttps://zenml.io/homeZenML provides an extensible and open source MLOps framework to accelerate and simplify the delivery of machine learning models, and research and production.
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https://feast.dev/

Feast
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Galileo
United StatesFounding Year: 2021Total Funding: $23.1Mhttps://www.rungalileo.io/Galileo builds a data intelligence toolchain for machine learning developers working with unstructured data. It streamlines Artificial intelligence (AI) development pipelines across teams using auto-loggers and algorithms to deal with system-breaking issues and deploys it in on-premises environments for Natural Language Processing (NLP) practitioners. The company was founded in 2021 and is based in San Francisco, California.
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Aporia
IsraelTotal Funding: $30Mhttps://www.aporia.com/Aporia helps artificial intelligence and machine learning teams with model productization. The company provides a monitoring platform for machine learning to address concept drift, data integrity issues, and retraining insights.
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AI Squared
United StatesFounding Year: 2021Total Funding: $6Mhttps://squared.ai/AI Squared offers a low-code platform designed to help companies adopt artificial intelligence and integrate it into existing applications in a timely and straightforward manner. The platform is used by data science, business, and IT teams. The company was founded in 2021 and is based in Washington, DC.
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BentoML
United StatesFounding Year: 2018https://www.bentoml.com/BentoML develops a platform for building and operating machine learning services. It provides training models, creates prediction services, and monitors model production. It serves the finance, health care, and manufacturing sectors. It was founded in 2018 and is based in San Francisco, California.
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Comet
United StatesFounding Year: 2017Total Funding: $70.17Mhttps://www.comet.com/site/Comet provides a self-hosted and cloud-based meta-machine learning platform allowing data scientists and teams to track, compare, explain, and optimize experiments and models. Comet was founded in 2017 and is based in New York, New York.
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Rasgo
United StatesFounding Year: 2020Total Funding: $25Mhttps://www.rasgoml.com/Rasgo Intelligence develops data science tools and custom machine learning modeling solutions.
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Weights & Biases
United StatesFounding Year: 2017Total Funding: $200Mhttps://wandb.ai/siteWeights & Biases provides a developer-first MLOps platform that offers performance visualization tools for machine learning. Weights & Biases customers are developers. Weights & Biases was founded in 2017 and is based in San Francisco, California.
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Fal.ai
United StatesFounding Year: 2020Total Funding: $6.91Mhttps://fal.ai/Features & Labels is the operator of a machine learning infrastructure intended to simplify deployment. The company provides services to deploy machine learning models and remove complex data pipelines, increasing the speed of work done and thereby enabling data scientists to focus on problem-solving. The company was founded in 2020 and is based in Emeryville, California.
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Tecton
United StatesFounding Year: 2019Total Funding: $160Mhttps://www.tecton.ai/Tecton offers a fully-managed ML feature platform that orchestrates the complete lifecycle of features, from transformation to online serving, with enterprise-grade SLAs. Its platform can also monitor data pipelines, calculate the latency and processing costs, and retrieve historical features to train systems in production. The company was founded in 2019 and is based in San Francisco, California.
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cnvrg.io
IsraelFounding Year: 2016Total Funding: $8Mhttps://cnvrg.io/Cnvrg.io develops a service for managing, speeding up, and scaling data science workflows, enabling clients to quickly develop, test, deploy, and refine machine learning models. On November 4th 2020, Cnvrg.io was acquired by Intel at a valuation of $60M.
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WhyLabs
United StatesFounding Year: 2019Total Funding: $14Mhttps://whylabs.ai/WhyLabs is an AI observability platform for model monitoring and data monitoring that scales to support massive data. Built for practitioners, by practitioners.
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Arthur
United StatesFounding Year: 2018Total Funding: $60.3Mhttps://www.arthur.ai/Arthur offers an AI model monitoring platform. It works with enterprise teams to monitor, measure, and improve machine learning models for better results across accuracy, explainability, and fairness. The firm was founded in 2018 and is based in New York, New York.
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Neural Magic
United StatesFounding Year: 2018Total Funding: $50Mhttps://neuralmagic.com/Neural Magic develops an inference engine that data scientists can run on computers running CPUs, rather than specialized chips like GPUs or TPUs.
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Deci
IsraelFounding Year: 2019Total Funding: $55.1Mhttps://deci.ai/Deci AI enables deep learning to live up to its true potential by using AI to build better AI. With the company’s end-to-end deep learning acceleration platform, AI developers can build, optimize, and deploy faster and more accurate models for any environment including cloud, edge, and mobile, allowing them to transform industries with world-changing products. The platform is powered by Deci’s AutoNAC (Automated Neural Architecture Construction) technology, an algorithmic optimization engine that squeezes maximum utilization out of any hardware without compromising on accuracy. Deci was founded in 2019 and is based in Ramat Gan, Israel.
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Computer Vision
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Clearview.ai
United StatesFounding Year: 2017Total Funding: $38.63Mhttps://www.clearview.ai/Clearview AI offers a facial recognition tool that uses photos scraped from different social media and websites.
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Google Cloud Vision API
United StatesFounding Year: 2008https://cloud.google.com/visionGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Matroid
United StatesFounding Year: 2016Total Funding: $33.5Mhttps://www.matroid.com/Matroid aims to simplify computer vision using machine learning, and enables users to take advantage of the information inherently embedded in video. Users can build their own detector within the company's intuitive, non-technical, web platform to detect people and most other objects.
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https://docs.aws.amazon.com/managedservices/latest/userguide/rekognition.html

Amazon Rekognition
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Microsoft Azure
United StatesFounding Year: 1975https://azure.microsoft.com/en-usMicrosoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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https://developer.apple.com/machine-learning/core-ml/

CoreML
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Clarifai
United StatesFounding Year: 2013Total Funding: $100.12Mhttps://www.clarifai.com/Clarifai is an artificial intelligence company that excels in visual recognition, solving real-world problems for businesses and developers alike. Clarifai's image and video recognition technology is built on the most advanced machine learning systems and made easily accessible by a clean API, empowering developers all over the world to build a new generation of intelligent applications.
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Prophesee
FranceFounding Year: 2014Total Funding: $112.49Mhttps://www.prophesee.ai/Prophesee develops neuromorphic vision systems. Its vision sensors and systems mimic how the human eye and brain work to improve efficiency in areas such as autonomous vehicles, industrial automation, IoT, security and surveillance, and AR/VR. The company offers products such as METAVISION packaged sensor, METAVISION intelligence suite, and IMAGO visioncam. The company was founded in 2014 and is based in Paris, France.
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Chooch
United StatesFounding Year: 2015https://www.chooch.com/Chooch is a software development company providing an artificial intelligence vision platform. The platform detects images, pictures, and patterns of images and takes action accordingly and has various applications such as workplace safety, satellite image analysis, procedure detection in operating rooms, and image quality control. It serves the manufacturing, safety and security, retail, healthcare, and oil and gas industries. The company was founded in 2015 and is based in San Mateo, California.
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Speech
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Amazon Polly
United StatesFounding Year: 2006https://aws.amazon.com/polly/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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SoundHound Inc
United StatesFounding Year: 2005Total Funding: $214.1Mhttps://www.soundhound.com/SoundHound (NASDAQ: SOUN) provides voice-enabled artificial intelligence and conversational intelligence technologies. Its products include Hound, which leverages speech-to-meaning and deep-meaning understanding technologies to enhance the smartphone experience, and Houndify, which enables developers and business owners to deploy anywhere and provides speech recognition, and natural language understanding. The company was founded in 2005 and is based in Santa Clara, California.
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Gridspace
United StatesTotal Funding: $8.28Mhttps://www.gridspace.com/Gridspace is a conversational intelligence company that develops software to make complex interactions easy to understand by making them searchable, accessible, and organized. The company's mission is to clarify and elevate business communication. Gridspace was founded as a collaboration between SRI Speech Labs, the lab behind Siri, and a multidisciplinary team of engineers.
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Amazon Transcribe
United StatesFounding Year: 2006https://aws.amazon.com/transcribe/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Siri
United StatesFounding Year: 1976https://www.apple.com/siri/Apple (NASDAQ: AAPL) is a multinational technology company that designs, develops, and sells consumer electronics, computer software, and online services. Its hardware products include the iPhone smartphone, the iPad tablet computer, the Mac personal computer, the iPod portable media player, the Apple Watch smartwatch, and the Apple TV digital media player. Apple's consumer software includes the macOS and iOS operating systems, the iTunes media player, the Safari web browser, and the iLife and iWork creativity and productivity suites. Its online services include the iTunes Store, the iOS App Store and Mac App Store, Apple Music, and iCloud.
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https://alexa.amazon.com/

Amazon Alexa
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Poly.ai
United KingdomFounding Year: 2017Total Funding: $68.5Mhttps://poly.ai/PolyAI is a software development company that develops a machine learning platform for conversational artificial intelligence. It specializes in machine learning, digital transformation, voice assistants, customer experience, and more. It primarily serves in the fields of banking, hospitality, insurance, retail, and telecommunications. The company was founded in 2017 and is based in London, U.K.
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Verbit
United StatesFounding Year: 2016Total Funding: $532Mhttps://verbit.ai/Verbit uses artificial and human intelligence to provide a smart transcription and captioning solution. The company's technology generates speech-to-text files to provide over 99% accuracy. Verbit’s customized solution helps organizations maximize the potential of their audio and video files by making information searchable, accessible, and actionable.
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OtterAI
United StatesFounding Year: 2018Total Funding: $70Mhttps://otter.ai/Otter.ai is a provider of an AI-powered live transcription application. Its software generates searchable, sharable notes from the spoken content of meetings, lectures, and presentations held in English. It can automatically record sentences according to the context of a speech, even over long multi-party conversations and transcribes text in real-time. The company was founded in 2018 and is based in Los Altos, California.
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Nuance
United StatesFounding Year: 1994Total Funding: $69.46Mhttps://www.nuance.com/index.htmlNuance Communications (Nasdaq: NUAN) develops, markets, and supports a voice interface software platform that makes the information and services of enterprises, telecommunications networks, and the Internet accessible from any telephone. On March 4th, 2022, Nuance Communications was acquired by Microsoft at a valuation of $19.7B.
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Cogito
United StatesFounding Year: 2007Total Funding: $186.41Mhttps://cogitocorp.com/Cogito aims to enhance the emotional intelligence of phone workers through behavioral change software. It applies behavioral science through artificial intelligence and machine learning providing in-call guidance helping enterprises improve sales results, and deliver better customer experiences. The company was founded in 2007 and is based in Boston, Massachusetts.
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Speechmatics
United KingdomFounding Year: 1980Total Funding: $70.25Mhttps://www.speechmatics.com/Speechmatics develops Automatic Speech Recognition (ASR) technology that enables businesses to accurately understand and transcribe human-level speech into text regardless of demographic, age, gender, accent, dialect, or location. The company was founded in 1980 and is based in Cambridge, U.K.
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AssemblyAI
United StatesFounding Year: 2017Total Funding: $58.12Mhttps://www.assemblyai.com/AssemblyAI is an applied artificial intelligence company that develops an API for speech recognition. Its platform allows users to automatically convert audio and video files and live audio streams to text with AssemblyAI's Speech-to-Text APIs. The company was founded in 2017 and is based in San Francisco, California.
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Microsoft Cortana
United StatesFounding Year: 1975https://www.microsoft.com/en-us/cortanaMicrosoft (NASDAQ: MSFT) provides, develops, and licenses consumer and enterprise software. The company develops, manufactures, and sells computer software, consumer electronics, and personal computers and services. It is known for its Windows operating systems, Office productivity suite, cloud-based Azure platforms, and many more. The company was founded in 1975 and is based in Redmond, Washington.
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Avoma
United StatesFounding Year: 2017Total Funding: $12Mhttps://www.avoma.com/Avoma is an AI-powered meeting assistant for remote team communications. Its target is B2B companies and their sales and client success teams. Avoma offers several products and capabilities, including an AI meeting assistant that records, transcribes, and analyzes meetings and gets summarized notes. Avoma's conversation intelligence aims to learn topic trends, a team’s winning talk patterns, and deal insights. It also enables deal collaboration so a team can share and curate customer feedback, comment, and provide coaching.
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Eleven Labs
United StatesFounding Year: 2022Total Funding: $2Mhttps://beta.elevenlabs.io/Eleven Labs offers a platform for generating long-format speech in any voice and in any language. The company engages in the research and development of novel methods in voice artificial intelligence (AI) to make content in any language and voice. Eleven Labs was founded in 2022 and is based in Brooklyn, New York.
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Azure Cognitive Services
United StatesFounding Year: 1975https://azure.microsoft.com/en-us/products/cognitive-services/Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
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DeepGram
United StatesFounding Year: 2015Total Funding: $86.03Mhttps://deepgram.com/Deepgram is a speech recognition platform that leverages conversational intelligence with transcription and context for speech understanding. It automates transcribing pre-recorded audio and video into text with AI and Natural Language Understanding (NLU) for voice intelligence for summarization, sentiment analysis, language detection, and more. The company was founded in 2015 and is based in San Francisco, California.
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NLP
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Cortical.io
AustriaFounding Year: 2011Total Funding: $21.2Mhttps://www.cortical.io/Cortical.io develops and commercializes Natural Language Understanding (NLU) solutions based on its proprietary Semantic Folding technology, which offers a fundamentally new approach to handling Big Text Data. Inspired by the latest findings on the way the brain processes information, Cortical.io represents language with highly efficient semantic fingerprints.
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WolframAlpha
United StatesFounding Year: 2009https://www.wolframalpha.com/Wolfram Alpha is a privately-held technology company building a computational knowledge engine (and not a search engine per the company). Wolfram Alpha generates output by doing computations from its own internal knowledge base, instead of searching the web and returning links. As of October 2010, Wolfram Alpha does not have external investors. Wolfram Alpha is affiliated with Wolfram Research.
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Hugging Face
United StatesFounding Year: 2016Total Funding: $163.92Mhttps://huggingface.co/Hugging Face offers an open-source library where users can build, train, and deploy models powered by the reference open-source in natural language processing. It was founded in 2016 and is based in Brooklyn, New York.
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Amazon Comprehend
United StatesFounding Year: 2006https://aws.amazon.com/comprehend/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Mobvoi
ChinaFounding Year: 2012Total Funding: $259.64Mhttps://www.mobvoi.com/Mobvoi is known for its Ticwatch smartwatch, which offers voice-activated search and features such as a touch-sensitive strip for scrolling; and Chumen Wenwen, a query application providing information on flights, trains, restaurants, hotels, and navigation for travelers.
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Explosion
GermanyFounding Year: 2016Total Funding: $6Mhttps://explosion.ai/Explosion is a software company specializing in developer tools for AI and Natural Language Processing. Its products include Prodigy, Thinc, and SpaCy.
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Lilt
United StatesFounding Year: 2015Total Funding: $92.5Mhttps://lilt.com/Lilt provides interactive and adaptive machine-assisted translation tools. Translators can translate documents via a web-based CAT tool. Localization providers can integrate Lilt into their existing systems via a web API. It was founded in 2015 and is based in Portola Valley, California.
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Amazon Translate
United StatesFounding Year: 2006https://aws.amazon.com/translate/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Primer
United StatesFounding Year: 2015Total Funding: $164.7Mhttps://primer.ai/Primer is a machine intelligence company building machines that can read and write, automating the analysis of large datasets. Primer's technology is deployed by government agencies, financial institutions, and Fortune 500 companies.
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Smartling
United StatesFounding Year: 2009Total Funding: $226.74Mhttps://www.smartling.com/Smartling's content solution helps brands gain a more competitive global position by transforming the way content is created and consumed around the world. Smartling's technology, the Global Fluency Platform, helps brands access new markets, more customers, and greater value.
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Emotibot
ChinaFounding Year: 2015Total Funding: $160.42Mhttps://www.emotibot.comEmotibot focuses on artificial intelligence technology and forms natural language technology (NLT) as the core for wider enterprise applications. The company's products include Bot Factory conversational AI platform, Gemini knowledge engineering platform, AICC+ solution platform, NLP natural language processing platform, Scorpio automated machine learning platform, and so on. The company's products serve in AI+finance, AI+enterprise, AI+healthcare, AI+manufacturing, AI+intelligent terminal, AI+government, and other fields. The company was founded in 2015 and is based in Shanghai, China.
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Cohere
CanadaFounding Year: 2019Total Funding: $165Mhttps://cohere.ai/Cohere's mission is to build machines that understand the world and make them safely accessible to all by breaking the language barrier. The Cohere API provides access to models that read hundreds of millions of web pages and learn to understand the meaning, sentiment, and intent of the words people use.
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Amenity
United StatesFounding Year: 2015Total Funding: $25.6Mhttps://www.amenityanalytics.com/Amenity Analytics develops cloud-based text analytics solutions using natural language processing (NLP) and machine learning. It automates the process of sifting through complex documents and narrative content to find and visualize data sets. The company enables businesses to create exact data models from complicated text sources without any coding. Amenity Analytics was founded in 2015 and is based in New York, New York. In November 2022, Amenity Analytics was acquired by Symphony. The terms of the transaction were not disclosed.
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Deepset
GermanyFounding Year: 2018Total Funding: $14Mhttps://www.deepset.ai/deepset aims to bridge the gap between NLP research and the industry. With its open-source software, it enables developers to use the latest language models and transfer learning techniques for their individual tasks. Its additional features and services help enterprises to build, run, and maintain production-ready NLP applications. deepset was founded in 2018 and is based in Berlin, Germany.
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Google Natural Language AI
United StatesFounding Year: 2008https://cloud.google.com/natural-languageGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Unbabel
United StatesFounding Year: 2013Total Funding: $89.7Mhttps://unbabel.com/Unbabel enables modern enterprises to serve customers in their native languages, with always-on, scalable translation across digital channels. Powered by AI and refined by a global community of translators, Unbabel combines the speed and scale of machine translation with the authenticity from a native speaker.
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Rasa
United StatesFounding Year: 2016Total Funding: $40.1Mhttps://rasa.com/Rasa Technologies is a provider of open-source machine learning tools for developers and product teams to expand chatbots beyond answering simple questions. Rasa's machine learning-based dialogue tools allow developers to automate contextual conversations.
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Horizontal AI/AGI
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https://ethical.institute/

Institute for Ethical AI & Machine Learning
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Anthropic
United StatesFounding Year: 2021Total Funding: $1004Mhttps://www.anthropic.com/Anthropic provides AI safety and research services. It work to build reliable, interpretable, and steerable AI systems. Anthropic was founded in 2021 and is based in San Francisco, California.
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https://intelligence.org/

MIRI
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Intrinsic
United StatesFounding Year: 2021https://intrinsic.ai/Intrinsic is a robotics software and AI company that aims to make industrial robotics accessible and usable for businesses, entrepreneurs, and developers. It focuses on advances in AI, perception and simulation of robotics with software and data and by providing access to intelligent capabilities. The company was founded in 2021 and is based in Mountain View, California.
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Adept
United StatesFounding Year: 2021Total Funding: $65Mhttps://www.adept.ai/Adept is an ML research and product lab building general intelligence by enabling humans and computers to work together creatively. The company was founded in 2021 and is based in San Francisco, California.
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DFKI
GermanyFounding Year: 1988https://www.dfki.de/en/webThe German Research Center for Artificial Intelligence (DFKI) is a German research institute in the field of software technology.
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Google Research
United StatesFounding Year: 2015https://research.google/Google Research provides research services. It helps teams to make discoveries research and tools to fuel progress in the field. Google Research was founded in 2015 and is based in San Franciso, Califonia.
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MIT Csail
United StatesFounding Year: 2004https://www.csail.mit.edu/MIT CSAIL focuses on developing fundamentally new technologies, conducting basic research that furthers the field of computing, and inspiring and educating future generations of scientists and technologists. It was founded in 2004 and is based in Cambridge, Massachusetts.
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DeepMind
United KingdomFounding Year: 2010https://www.deepmind.com/DeepMind is a cutting edge artificial intelligence company. The company combines the best techniques from machine learning and systems neuroscience to build powerful general-purpose learning algorithms.
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Hume AI
United StatesFounding Year: 2021Total Funding: $18.7Mhttps://hume.ai/Hume AI provides easy-to-deploy, science-backed vocal, facial, and language expression models, datasets, and Application Programming Interface (API). The Hume AI platform gives technologies the ability to be empathic, while designing expressive characters, optimizing a digital assistant or conversational AI, conducting clinical research, or detecting toxicity on a social media platform. The company was founded in 2021 and is based in New York, New York.
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Stability.ai
United KingdomFounding Year: 2019Total Funding: $101Mhttps://stability.ai/Stability AI develops open AI models for image, language, audio, video, 3D, and biology. It is the developer of Stable Diffusion, a powerful, free and open-source text-to-image generator. It was founded in 2019 and is based in London, U.K.
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Aleph Alpha
GermanyFounding Year: 2019https://www.aleph-alpha.com/Aleph Alpha is an AI research and application company. It researches, develops, and operationalizes large-scale AI models for language, image data, and strategy and contributes to securing digital sovereignty. It was founded in 2019 and is based in Heidelberg, Germany.
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Microsoft Research
United StatesFounding Year: 1991https://www.microsoft.com/en-us/research/Microsoft Research, a subsidiary of Microsoft, is focused on research methods to advance computing and solve technological innovation in collaboration with academic, government, and industry researchers.
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Replicate
United StatesFounding Year: 2019https://replicate.com/Replicate runs machine learning models in the cloud. It allows people to share the machine learning models in a way that other people can use them. The company was founded in 2019 and is based in San Francisco, California.
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AI Foundation
United StatesFounding Year: 2017Total Funding: $27Mhttps://aifoundation.com/AI Foundation aims to democratize and decentralize artificial intelligence. Its first product called Reality Defender, combines human moderation and machine learning to identify malicious content meant to deceive people such as deepfakes.
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https://vectorinstitute.ai/

Vector Institute
CanadaVector Institute is a Canada-based, technology research company, specializing in the field of artificial intelligence, machine learning, and deep learning.
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Inflection
United StatesFounding Year: 2022Total Funding: $225Mhttps://inflection.ai/Inflection is an AI-first company that redefines human-computer interaction by enabling users to speak to a computer in a conversational language. The company was founded in 2022 and is based in Palo Alto, California.
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https://midjourney.com/home/?callbackUrl=%2Fapp%2F

Midjourney
United StatesMidjourney is an independent research lab. It produces a proprietary artificial intelligence program that creates images from textual descriptions. It is based in San Francisco, California.
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Yitu
ChinaFounding Year: 2012Total Funding: $385.12Mhttps://www.yitutech.com/enYITU Technology works in the Artificial Intelligent (AI) fields such as computer vision, speech recognition, natural language processing, intelligent decision-making and AI chips. Leveraging AI technology, YITU is empowering diverse industries. It provides advanced technologies and products in several sectors including intelligent city, smart finance, intelligent healthcare, smart retail, AI chips and AI pharmaceuticals.
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LAION Open Assistant
United StatesFounding Year: 2008Total Funding: $350Mhttps://github.com/LAION-AI/Open-AssistantGitHub is a social network to share code with friends, co-workers, classmates, and strangers. Users have access to free public repositories, collaborator management, issue tracking, wikis, downloads, code review, graphs and more. The hosted service GitHub.com is free for open source projects and according to much of the developer community, it has helped to improve open source collaboration. On October 26, 2018, GitHub was acquired by Microsoft at a valuation of $7.5B.
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https://www.conjecture.dev/

Conjecture
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MILA
CanadaFounding Year: 1993Total Funding: $7.68Mhttps://mila.quebec/en/Montreal Institute for Learning Algorithms (Mila) is a research institute that specializes in areas of language modelling, machine translation, object recognition and generative models.
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https://research.facebook.com/

Meta Research
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https://carper.ai/

CarperAI
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CSM
United StatesFounding Year: 2020https://csm.ai/Common Sense Machines provides APIs, interfaces, and open-source software to translate multi-modal inputs and experiences into a digital simulator for AI training and content creation. The company was founded in 2020 and is based in Cambridge, Massachusetts.
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4Paradigm
ChinaFounding Year: 2015Total Funding: $930Mhttps://en.4paradigm.com/index.html4Paradigm is a provider of artificial intelligence technology and services, helping financial firms to detect fraud, improve efficiency, reduce risk, and market to customers more effectively based on online habits.
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OpenAI
United StatesFounding Year: 2015Total Funding: $4000.12Mhttps://openai.com/OpenAI is an AI research and deployment company that discovers and enacts the path to safe artificial general intelligence. Focused on generative AI, the company is the creator of GPT, Dall-E, and chatGPT. Its Generative Pre-trained Transformer (GPT) products offer a large language model (LLM) that uses deep learning to produce human-like text. The company was founded in 2015 and is based in San Francisco, California.
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Keen Technologies
United StatesFounding Year: 2020https://www.insiderintelligence.com/content/startup-keen-technologies-raises-20m-advance-controversial-agiInsider Intelligence is a research firm. It specializes in market research, digital media, e-commerce, payments, fintech, mobile apps and platforms, the Internet of Things, and more. It provides a variety of research products with a massive amount of data, forecasts, and insights to equip users with prescriptive analysis and actionable takeaways for better business decisions. The company offers its services to advertising and marketing, consumer demographics, social media, financial services, and other sectors, among others. It was founded in 2020 and is based in New York City, New York.
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https://www.eleuther.ai/

Eleuther AI
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IBM Watson
United StatesFounding Year: 1911https://www.ibm.com/watsonIBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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https://allenai.org/

Allen Institute
United StatesAllen Institute for Artificial Intelligence (AI2) with the singular focus of conducting high-impact research and engineering in the field of artificial intelligence for the common good. AI2 is the creation of Paul Allen, Microsoft co-founder, and is led by Dr. Oren Etzioni, a world-renowned researcher and professor in the field of AI and computer science. In response to the COVID-19 pandemic, the Allen Institute for AI has partnered with leading research groups to prepare and distribute the COVID-19 Open Research Dataset (CORD-19), a free resource of over 44,000 scholarly articles, including over 29,000 with full text, about COVID-19 and the coronavirus family of viruses for use by the global research community.
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Salk
United StatesFounding Year: 1960Total Funding: $63Mhttps://www.salk.edu/The Salk Institute for Biological Studies is a basic research institution, where internationally renowned faculty probe fundamental life science questions in a unique, collaborative, and creative environment. Focused on both discovery and mentoring future generations of researchers, Salk scientists make groundbreaking contributions to understanding of cancer, aging, Alzheimer's, diabetes, and cardiovascular disorders by studying neuroscience, genetics, cell and plant biology, and related disciplines.
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Numenta
United StatesTotal Funding: $23.63Mhttps://www.numenta.com/Numenta develops core technology in machine intelligence based on a theory of the neocortex. Numenta's first product based on this technology is a cloud-based prediction engine for streaming data. Grok is a cloud-based service that finds complex patterns in data streams and generates actionable predictions in real time.
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John Snow Labs
United StatesFounding Year: 2015https://www.johnsnowlabs.com/John Snow Labs is an AI company that helps healthcare and life science organizations put AI to work faster, providing a high-compliance AI platform, NLP libraries, and data market.
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https://www.ofai.at/
OFAI
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AI21Labs
IsraelFounding Year: 2017Total Funding: $118.5Mhttps://www.ai21.com/AI21 Labs builds AI systems with the capacity to understand and generate natural language. Its product, Wordtune, provides solutions for grammar and spelling fixes. It helps to write accurately. The company designs advanced artificial intelligence tools and language models that understand the context and semantics of written text. The company was founded in 2017 and is based in Tel Aviv-Yafo, Israel.
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AI Hardware
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SambaNova
United StatesFounding Year: 2017Total Funding: $1132Mhttps://sambanova.ai/SambaNova Systems is a software-defined analytics platform that enables optimal performance for ML training, inference, and analytics models.
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Syntiant
United StatesFounding Year: 2017Total Funding: $121.56Mhttps://www.syntiant.com/Syntiant uses low power semiconductors to move machine learning from the cloud to the edge device enabling artificial intelligence for sensor, voice, and video applications in most battery-powered products. The company has put its technology to work developing more intelligent hearing aids. The company was founded in 2017 and is based in Irvine, California.
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Graphcore
United KingdomFounding Year: 2016Total Funding: $682Mhttps://www.graphcore.ai/Graphcore provides AI systems and services that enable organizations to build, train and deploy their models in the cloud using the IPU hardware. Its products include cloud IPUs, data center IPUs, Bow IPU, and Poplar. The company serves the finance, biotech, scientific research, and consumer internet sectors. Graphcore was founded in 2016 and is based in Bristol, U.K.
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Google TPU
United StatesFounding Year: 2008https://cloud.google.com/tpuGoogle Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products.
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Blaize
United StatesFounding Year: 2010Total Funding: $139.5Mhttps://www.blaize.com/Blaize offers transformative solutions that optimize AI wherever data is collected and processed from the edge to the core, with a focus on automotive, smart vision and enterprise computing markets.
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Cerebras
United StatesFounding Year: 2016Total Funding: $718Mhttps://www.cerebras.net/Cerebras is a computer systems company dedicated to accelerating deep learning. The Wafer-Scale Engine (WSE), is at the heart of the deep learning system, the Cerebras CS-1. The WSE delivers more computing more memory, and more communication bandwidth. This enables AI research at high speeds and scale.
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Cornami
United StatesFounding Year: 2011Total Funding: $153.29Mhttps://cornami.com/CORNAMI is a computing company that delivers a technology that efficiently exploits all forms of parallelism, including SIMD, MIMD, Dataflow. Pipelining, Neural Networks, Systolic Arrays, Cellular automata, etc. Cornami was founded in 2011 and is based in Campbell, California.
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Berkshire Grey
United StatesFounding Year: 2013Total Funding: $266Mhttps://www.berkshiregrey.com/Berkshire Grey (NASDAQ: BGRY) develops solutions that combine AI and robotics to automate omni-channel fulfillment. The company's solutions transform pick, pack, and sort operations to deliver competitive advantage for retailers, eCommerce, and logistics enterprises serving today’s connected consumers. Berkshire Grey was founded in 2013 and is based in Bedford, Massachusetts.
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Cambricon
ChinaFounding Year: 2016Total Funding: $101.4Mhttps://www.cambricon.com/Cambricon (688256. SZ) is developing a brain-inspired processor chip that simulates human nerve cells and synapses to conduct deep learning. Its products include Siyuan 290, Siyuan 370 series, Siyuan 270 series, Xuansi 1000 Intelligent Accelerator, and Siyuan 220 series. The company was founded in 2016 and is based in Beijing, China.
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Hailo
IsraelFounding Year: 2017Total Funding: $217Mhttps://hailo.ai/Hailo makes specialized deep learning processors to deliver data center performance to edge devices.
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Intellifusion
ChinaFounding Year: 2014Total Funding: $287.85Mhttps://www.intellif.com/Intellifusion produces an artificial intelligence chip to perform visual recognition and big data analysis.
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Nvidia
United StatesFounding Year: 1993Total Funding: $12.6Mhttps://www.nvidia.com/en-us/NVIDIA (NASDAQ: NVDA) is an advanced graphics processing company, with a product family that allows multimedia experiences for the entire desktop computer market from workstations to internet-enabled appliances.
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Groq
United StatesFounding Year: 2016Total Funding: $362.55Mhttps://groq.com/Groq develops the Tensor Streaming Processor. TSP houses a single enormous processor that has hundreds of functional units. The architecture reduces instruction-decoding overhead, and handles integer and floating-point data, which delivers better accuracy for inference and training.
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Arm
United KingdomFounding Year: 1990https://www.arm.com/markets/artificial-intelligenceArm designs the technology for advanced digital products, from wireless, networking, and consumer entertainment solutions to imaging, automotive, security, and storage devices. Its product offering includes RISC microprocessors, graphics processors, video engines, enabling software, cell libraries, embedded memories, high-speed connectivity products, peripherals, and development tools. The company was founded in 1990 and is based in Cambridge, U.K. In June 2018, Telco System acquired a majority stake in Arm.
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AWS Inferentia
United StatesFounding Year: 2006https://aws.amazon.com/machine-learning/inferentia/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Horizon Robotics
ChinaFounding Year: 2015Total Funding: $3200Mhttps://en.horizon.ai/Horizon Robotics is a provider of energy-efficient computing solutions for advanced driver assistance systems and autonomous driving for smart vehicles, with the mission to make human life safer and better. It integrates algorithms, processor design, software, and hardware capabilities. It envisions every device becoming an intelligent entity, providing solutions for processor design, high-performance cloud computing, parallel computing, face recognition, and voice semantic recognition. The company was founded in 2015 and is based in Beijing, China.
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Mobileye
IsraelFounding Year: 1999Total Funding: $515Mhttps://www.mobileye.com/Mobileye (NASDAQ: MBLY) provides Advanced Driver Assistance Systems (ADAS) for autonomous public transport or goods delivery. It offers mapping technology, road experience management, responsibility-sensitive safety, camera system view, and radar and lidar system view. The company was founded in 1999 and is based in Jerusalem, Israel.
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Intel AI
United StatesFounding Year: 1968https://www.intel.com/content/www/us/en/artificial-intelligence/software.htmlIntel (NASDAQ: INTC) designs, manufactures and sells computer components and related products. The company's major products include microprocessors, chipsets, embedded processors and microcontrollers, flash memory, graphic, network and communication, systems management software, conferencing, and digital imaging products. The company was founded in 1968 and is based in Santa Clara, California.
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Speedata
IsraelFounding Year: 2019Total Funding: $70Mhttps://www.speedata.io/Speedata is developing a specialized computer processor for data analytics workloads. Its aim is to design a processor that expedites cloud-based database and analytic workloads.
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Tenstorrent
CanadaFounding Year: 2016Total Funding: $221.03Mhttps://tenstorrent.com/TensTorrent develops a high-performance processor ASICs, specifically engineered for deep learning and smart hardware. The company's processor is designed to excel at both learning and inference, while being software-programmable to support the future in the field of machine learning. The processor's architecture easily scales from battery-powered IoT devices to large cloud servers, and surpasses today's solutions by several orders of magnitude in raw performance and energy efficiency.
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Credo
United StatesFounding Year: 2008Total Funding: $165.36Mhttps://credosemi.com/Credo (NASDAQ: CRDO) provides high-performance serial connectivity solutions for the hyper-scale datacenter, 5G carrier, enterprise networking, AI, and high-performance computing markets.
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GPU Cloud
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Paperspace
United StatesFounding Year: 2014Total Funding: $26.08Mhttps://www.paperspace.com/Paperspace is a high-performance cloud computing and deep learning development platform for building, training and deploying models. Tens of thousands of individuals, startups, and enterprises use Paperspace to iterate faster and collaborate on intelligent, real-time prediction engines.
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CoreWeave
United StatesFounding Year: 2017Total Funding: $152.21Mhttps://www.coreweave.com/CoreWeave develops cloud infrastructure designed to supply projects and blockchain with computer power. The firm offers a solution that streamlines the team's operations. It also gives customers access to compute resources that are appropriate for the complexity of the models, allowing them to scale effectively and respond to fast-changing computing requirements. The company was founded in 2017 and is based in Springfield, New Jersey.
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https://www.grid.ai/

Grid.AI
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Mosaic ML
United StatesTotal Funding: $37Mhttps://www.mosaicml.com/Making ML aims to improve efficiency of neural network training with algorithmic methods that deliver speed, boost quality and reduce cost.
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https://lambdalabs.com/

Lambda
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RunAI
IsraelFounding Year: 2018Total Funding: $118Mhttps://www.run.ai/Run:AI builds a virtualization layer for AI workloads. By abstracting workloads from the underlying infrastructure, Run:AI creates a shared pool of resources that can be provisioned on the fly, enabling full utilization of expensive GPU to compute. IT teams retain control and gain real-time visibility – including seeing and provisioning run-time, queuing, and GPU utilization – from a single web-based UI. This virtual pool of resources enables IT leaders to view, allocate, and compute resources across multiple sites.
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Exafunction
United StatesFounding Year: 2021Total Funding: $25Mhttps://www.exafunction.com/Exafunction is building serverless infrastructure that abstracts away the challenges of deep learning. The company’s platform offers GPU virtualization that can offload any workload, allowing customers to run their most challenging models with fewer resources and greater speed. It was founded in 2021 and is based in San Jose, California.
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Edge AI
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Hailo
IsraelFounding Year: 2017Total Funding: $217Mhttps://hailo.ai/Hailo makes specialized deep learning processors to deliver data center performance to edge devices.
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Omni ML
United StatesFounding Year: 2021Total Funding: $10Mhttps://www.omniml.ai/OmniML is an enterprise artificial intelligence (AI) company. OmniML enables and amplifies powerful machine learning capabilities to edge devices by bringing greater speed, accuracy, and efficiency in AI through deep learning models that bridge the gap between those devices and AI applications. Th e company was founded in 2021 and is based in San Jose, California.
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Qeexo
United StatesFounding Year: 2012Total Funding: $7.4Mhttps://qeexo.com/Qeexo develops machine-learning solutions for mobile devices, touch interfaces, and embedded systems. The company's products include FingerSense, a touch technology solution that distinguishes between the fingertip, knuckle, nail, and stylus. It serves the mobile, IoT, and automotive industries. The company was founded in 2012 and is based in Mountain View, California. In January 2023, Qeexo was acquired by TDK. The terms of the transaction were not disclosed.
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Edge Impulse
United StatesFounding Year: 2019Total Funding: $52.82Mhttps://www.edgeimpulse.com/Edge Impulse enables developers to create intelligent device solutions with embedded machine learning on devices for sensors, audio, and computer vision at scale. It enables developers to use sensor, audio, and camera data in asset tracking and monitoring, human interfaces, and predictive maintenance applications. The company caters to the agriculture, appliances, buildings, environment, health, industry, infrastructure, and wearables sectors. The company was founded in 2019 and is based in San Jose, California.
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Deeplite
CanadaFounding Year: 2018Total Funding: $8.6Mhttps://www.deeplite.ai/Deeplite is an AI software company dedicated to enabling AI for everyday life. Deeplite uses AI to automatically make other AI models faster, smaller and more energy-efficient creating highly compact, high-performance deep neural networks for deployment on edge devices such as cameras, sensors, drones, phones, and vehicles.
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Closed Source Models
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http://research.baidu.com/Index

BaiduResearch Ernie 3.0
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https://blog.google/technology/ai/lamda/

Google Research LaMDA
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OpenAI ChatGPT
United StatesFounding Year: 2015Total Funding: $4000.12Mhttps://openai.com/blog/chatgpt/OpenAI is an AI research and deployment company that discovers and enacts the path to safe artificial general intelligence. Focused on generative AI, the company is the creator of GPT, Dall-E, and chatGPT. Its Generative Pre-trained Transformer (GPT) products offer a large language model (LLM) that uses deep learning to produce human-like text. The company was founded in 2015 and is based in San Francisco, California.
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AI21 Labs Jurassic
IsraelFounding Year: 2017Total Funding: $118.5Mhttps://www.ai21.com/blog/announcing-ai21-studio-and-jurassic-1AI21 Labs builds AI systems with the capacity to understand and generate natural language. Its product, Wordtune, provides solutions for grammar and spelling fixes. It helps to write accurately. The company designs advanced artificial intelligence tools and language models that understand the context and semantics of written text. The company was founded in 2017 and is based in Tel Aviv-Yafo, Israel.
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https://parti.research.google/

Google Research Parti
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OpenAI GPT3
United StatesFounding Year: 2015Total Funding: $4000.12Mhttps://openai.com/blog/gpt-3-apps/OpenAI is an AI research and deployment company that discovers and enacts the path to safe artificial general intelligence. Focused on generative AI, the company is the creator of GPT, Dall-E, and chatGPT. Its Generative Pre-trained Transformer (GPT) products offer a large language model (LLM) that uses deep learning to produce human-like text. The company was founded in 2015 and is based in San Francisco, California.
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DeepMind Gato
United KingdomFounding Year: 2010https://www.deepmind.com/publications/a-generalist-agentDeepMind is a cutting edge artificial intelligence company. The company combines the best techniques from machine learning and systems neuroscience to build powerful general-purpose learning algorithms.
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https://gpt3demo.com/apps/openai-glide

OpenAI Glide
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https://blog.google/technology/ai/bard-google-ai-search-updates/

Google Bard
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OpenAI Codex
United StatesFounding Year: 2015Total Funding: $4000.12Mhttps://openai.com/blog/openai-codex/OpenAI is an AI research and deployment company that discovers and enacts the path to safe artificial general intelligence. Focused on generative AI, the company is the creator of GPT, Dall-E, and chatGPT. Its Generative Pre-trained Transformer (GPT) products offer a large language model (LLM) that uses deep learning to produce human-like text. The company was founded in 2015 and is based in San Francisco, California.
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DeepMind Gopher
United KingdomFounding Year: 2010https://www.deepmind.com/blog/language-modelling-at-scale-gopher-ethical-considerations-and-retrievalDeepMind is a cutting edge artificial intelligence company. The company combines the best techniques from machine learning and systems neuroscience to build powerful general-purpose learning algorithms.
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https://ai.googleblog.com/2022/04/pathways-language-model-palm-scaling-to.html

Google Research PaLM
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https://ai.facebook.com/blog/democratizing-access-to-large-scale-language-models-with-opt-175b/

Meta AI Opt-175B
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https://makeavideo.studio/

Meta AI Make-a-video
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https://midjourney.com/home/?callbackUrl=%2Fapp%2F

Midjourney
United StatesMidjourney is an independent research lab. It produces a proprietary artificial intelligence program that creates images from textual descriptions. It is based in San Francisco, California.
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https://imagen.research.google/

Google Research Imagen
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OpenAI DallE 2
United StatesFounding Year: 2015Total Funding: $4000.12Mhttps://openai.com/dall-e-2/OpenAI is an AI research and deployment company that discovers and enacts the path to safe artificial general intelligence. Focused on generative AI, the company is the creator of GPT, Dall-E, and chatGPT. Its Generative Pre-trained Transformer (GPT) products offer a large language model (LLM) that uses deep learning to produce human-like text. The company was founded in 2015 and is based in San Francisco, California.
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https://developer.nvidia.com/megatron-turing-natural-language-generation

Nvidia Megatron-Turing
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https://gpt3demo.com/apps/chinchilla-deepmind

Deepmind Chinchilla
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Applications - Enterprise
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Sales
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Lavender
United StatesFounding Year: 2020Total Funding: $13.2Mhttps://www.trylavender.com/Lavender develops an AI email assistant to help produce better-selling emails in a shorter amount of time. Its email assistant tool suggests new sentences and ways to make emails impactful. It combines AI recommendations and reply optimization with additional tools, such as gifs, spelling, grammar, spam check, subject line analysis, and prospect and company research, enabling salespersons to write efficient business emails. The company was founded in 2020 and is based in New York, New York.
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Aviso
United StatesFounding Year: 2012Total Funding: $31Mhttps://www.aviso.com/Aviso offers software as a service (SaaS) that provides predictive analytics designed to help sales teams optimize their performance and exceed their revenue goals. Aviso transforms and automates tedious sales forecasting processes with an easy-to-use, secure cloud application using a combination of machine learning algorithms and portfolio management techniques. Aviso Insights delivers a powerful data-driven decision-making framework to prioritize deals, deploy resources, and mitigate risks, driving revenue growth for small and large enterprises.
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Conversica
United StatesFounding Year: 2007Total Funding: $135.5Mhttps://www.conversica.com/Conversica provides Intelligent Virtual Assistants for customer engagement. By automating routine business conversations and personalizing interactions at scale, Conversica augments the workforce allowing business professionals and AI Assistants to work together harmoniously. The flagship Conversica Sales AI Assistant helps companies find and secure customers more quickly and efficiently by automatically contacting, engaging, qualifying, and following up with leads via natural, multi-channel, and two-way conversations. With its library of purpose-built and ready-to-use conversational skills backed by its patented conversational AI platform, Conversica’s AI Assistants can be deployed quickly and are human-like and personal. Conversica was founded in 2007 and is based in Foster City, Califor
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Regie.ai
United StatesFounding Year: 2020Total Funding: $20.8Mhttps://www.regie.ai/Regie helps sales, marketing, and success teams write engaging content faster using AI. Its software blends language and AI to create, test, and analyze personalized sales campaigns. It offers sales, workplace, marketing, content management, outbound prospecting, inbound lead response, mid-cycle follow-up, and other solutions. The company was founded in 2020 and is based in San Francisco, California.
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Headsup
United StatesFounding Year: 2020Total Funding: $8.5Mhttps://www.headsup.ai/HeadsUp operates a conversion engine for product-led sales. Its platform predicts conversion probability through ML analysis of product usage patterns and other indicators. The firm was founded in 2020 and is based in Vienna, Virginia.
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Clari
United StatesFounding Year: 2012Total Funding: $496Mhttps://www.clari.com/Clari is a mobile-first sales productivity platform. Clari combines mobile, intuitive design and data science to help sales teams close deals faster, reduce manual reporting and gain insight into deal progress. With Clari, sales reps have a mobile, easy-to-use window into all their sources with content organized around the two things that matter most: their deals and their relationships. At the same time, managers and sales operations teams have their first real-time view into deal progress, allowing them to coach reps in time to exceed quarterly goals, assign sales support resources more effectively, and apply science and data to optimize sales practices.
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Databook
United StatesFounding Year: 2017Total Funding: $71Mhttps://trydatabook.com/Databook's Customer Intelligence Platform accelerates enterprise sales performance at scale with three integrated products: Databook Intent Dashboard, Databook Insights Platform, and Databook Sales Decks. Databook Intent Dashboard improves Marketing-to-Sales performance while decreasing costs by helping customer-facing teams prioritize the companies most likely to buy. The Databook Insights Platform accelerates qualified pipeline and top-line growth by delivering strategic value and offering a hyper-personalized customer experience. Databook Sales Decks increase sales organization productivity at scale by enabling 1-click, dynamic, and empathic customer content that delivers to the customer's perspective.
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Outreach
United StatesFounding Year: 2011Total Funding: $489.78Mhttps://www.outreach.io/Outreach provides a platform for business sales communication, featuring enterprise-grade bidirectional CRM integration, safety and security features, activity analytics, and predictive communication intelligence. The platform manages all customer interactions across email, voice and social, and leverages machine learning to guide reps to take the right actions.
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Clearbit
United StatesFounding Year: 2014Total Funding: $17Mhttps://clearbit.com/Clearbit provides a collection of APIs designed to help businesses grow by turning partial information into full contact data, looking up company data by domain name, helping with OFAC compliance and screening, and providing address auto-complete and verification.
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People.ai
United StatesFounding Year: 2016Total Funding: $201.62Mhttps://people.ai/People.ai is a predictive sales management platform. People.ai is helping companies improve the performance of sales teams by surfacing insights and providing automated recommendations about coaching, ramping and activity analytics across their sales organization.
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Involve AI
United StatesFounding Year: 2016Total Funding: $18.62Mhttps://www.involve.ai/Involve AI offers a customer data platform to help businesses identify risks and increase customer retention.
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https://www.smartwriter.ai/

Smartwriter.ai
AustraliaSmartWriter is software that includes features such as personalized cold email outreach, LinkedIn chrome extension, and deep enrichment. It is based in Sydney, Australia.
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Gong
United StatesFounding Year: 2015Total Funding: $583Mhttps://www.gong.io/Gong helps B2B sales teams convert more of their pipeline into closed revenue by shining the light on their sales conversations. Gong records, transcribes, and analyzes all sales calls, demos, and meetings so that sales teams can scale the effectiveness of their sales conversations.
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Tact.ai
United StatesFounding Year: 2012Total Funding: $87.7Mhttps://www.tact.ai/Tact.ai offers customers an AI platform for sales that unifies data from various systems as a single dashboard and pushes intelligence in the form of notifications to sellers in the field. With the Tact.ai Assistant, companies can use AI to improve sales productivity and speed up their workflow by automatically capturing critical data regarding contracts, customer meetings, and next steps in the sales pipeline and alerting the seller to act on the top priority actions through their mobile device.
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Salesloft
United StatesFounding Year: 2011Total Funding: $246.32Mhttps://salesloft.com/SalesLoft develops sales intelligence software that works in Salesforce and other CRM tools to help sales professionals engage with clients and prospects in a deeper, more meaningful way. Its platform offers cadence, automation, dialer, messenger and more features. It is based in Atlanta, Georgia.
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Salesforce Einstein
United StatesFounding Year: 1999Total Funding: $98.86Mhttps://www.salesforce.com/products/einstein/overview/Salesforce (NYSE: CRM) is an enterprise cloud computing provider. The company supplies a customer relationship management service to businesses worldwide providing a technology platform for customers and developers to build and run business applications. Its clients use salesforce.com to manage their customer, sales, and operational data. Sales Cloud, Service Cloud, Marketing Cloud, Community Cloud, Salesforce Analytics, and App Cloud are the product developed by the platform. It primarily focuses on automotive, communication, healthcare, education, financial services, non-profit, media, and other industries. The company was founded in 1999 and is based in San Francisco, California.
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Marketing
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6sense
United StatesFounding Year: 2013Total Funding: $424Mhttps://6sense.com/6sense's helps revenue teams uncover anonymous buying behavior, prioritize fragmented data to focus on accounts in the market, and engage resistant buying teams with personalized, omni-channel, multi-touch campaigns. 6sense helps revenue teams know everything they need to know about their buyers so they can easily do anything they need to do to generate more opportunities, increase deal size, get into opportunities sooner, compete and win more often.
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Anyword
United StatesFounding Year: 2013Total Funding: $30.1Mhttps://anyword.com/Anyword is a natural language generation platform that helps marketers tailor messages to their ideal audience. The platform uses a model trained on millions of marketing messages, coupled with users' historical data to help create expert-level messages across channels and formats.
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NextRoll
United StatesFounding Year: 2006Total Funding: $102.48Mhttps://www.nextroll.com/NextRoll, formerly AdRoll, provides digital marketing services. The company offers marketing platforms to create personalized, digital campaigns, and APIs for businesses to build their own marketing products.
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Bluecore
United StatesFounding Year: 2013Total Funding: $238.12Mhttps://www.bluecore.com/Bluecore offers personalized retention emails for e-commerce firms. Bluecore automatically determines which emails to send in real-time.
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DreamData
DenmarkFounding Year: 2018Total Funding: $11.22Mhttps://dreamdata.io/Dreamdata uses tracking and integrations to offer attribution and lead scoring for B2B companies. The startup aims to help its clients vet all revenue-related data in order to present an analysis of which activities are effectively driving sales, enabling them to grow faster. The company was founded in 2018 and is based in Copenhagen, Denmark.
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Attentive
United StatesFounding Year: 2016https://www.attentive.com/Attentive is an advertising services company. It provides marketing automation, growth marketing, retention marketing, audience management, messaging, and business intelligence. The company allows retail and e-commerce brands to connect with consumers through personalized communication experiences. Attentive was founded in 2016 and is based in Hoboken, New Jersey.
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Zeta Global
United StatesFounding Year: 2007Total Funding: $610Mhttps://zetaglobal.com/Zeta Global (NYSE: ZETA) operates a Customer Lifecycle Marketing platform company that integrates Big Data, proprietary technology and analytics to help brands acquire, grow and retain customers. The company's set of Data, Email, Social, Display, Search and Mobile solutions are used globally by hundreds of Middle Market and Fortune 500 brands.
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Braze
United StatesFounding Year: 2011Total Funding: $175.1Mhttps://www.braze.com/Braze (NASDAQ:BRZE) is a lifecycle engagement platform allowing mobile brands to manage the customer lifecycle beyond the download. Employing customer segmentation, multi-channel messaging (push notifications, in-app messages, email, and News Feed) and multivariate testing, brands can cultivate relationships with their user base.
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Copy.ai
United StatesFounding Year: 2020Total Funding: $16.82Mhttps://www.copy.ai/Copy.AI develops an artificial intelligence copywriter that enables users to create marketing copy in seconds.
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Invoca
United StatesFounding Year: 2008Total Funding: $203.25Mhttps://www.invoca.com/Invoca is an AI-powered call tracking and conversational analytics company that brings the depth of marketing analytics traditionally limited to digital consumer interactions to the world of human-to-human selling. Marketers use Invoca to maximize the return of their paid media campaigns on Google and Facebook and improve the buying experience by enriching customer profiles in Salesforce and Adobe. It was founded in 2008 and is based in Santa Barbara California.
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Demandbase
United StatesFounding Year: 2005Total Funding: $155Mhttps://www.demandbase.com/Demandbase is an Account-Based Marketing (ABM) technology company. The company currently offers an Artificial Intelligence-enabled, comprehensive ABM platform that spans advertising, marketing, sales, and analytics.The company is active in multiple industries including, business services, enterprises, financial services, manufacturing, and technology. The company was founded in 2005 and is based in San Francisco, California.
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Phrasee
United KingdomFounding Year: 2015Total Funding: $5.3Mhttps://phrasee.co/Phrasee empowers brands with advanced, AI-powered copywriting technology. By generating human-sounding language that’s always in a brand’s voice, Phrasee boosts marketing performance, revenue, and careers. Its technology generates and optimizes marketing copy for brands across retail, travel, financial services, and telecoms.
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Active Campaign
United StatesFounding Year: 2003Total Funding: $360Mhttps://www.activecampaign.com/ActiveCampaign helps businesses grow by strengthening their relationships with customers through utilizing a blend of automation and human touch. Companies are able to automate many behind-the-scene processes and communicate with customers across channels with personalized, intelligence-driven messages.
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Writer
United StatesFounding Year: 2013Total Funding: $44.68Mhttps://writer.com/Writer provides AI-driven copyediting for content teams. Writer's corrections are based on the user's own messaging and terminology, making writing more consistent across the entire company. From vocabulary and clarity to grammar and spelling, Writer provides additional content corrections that improve writing across the team.
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Appier
TaiwanFounding Year: 2012Total Funding: $161.5Mhttps://www.appier.com/en/Appier (TSE: 4180) is a software-as-a-service (SaaS) company that uses artificial intelligence (AI) to provide business decision-making solutions. The company's products include CrossX, Aixpert, AiDeal, AIQUA, BotBonnie, and more. It caters to industries such as e-commerce, retail, finance, gaming, and automobile. The company was founded in 2012 and is absed in Taipei, Taiwan.
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Bloomreach
United StatesFounding Year: 2009Total Funding: $452Mhttps://www.bloomreach.com/enBloomreach offers a suite of cloud-based software that connects both customer and product data to personalize customer touchpoints and enable revenue-driving, digital commerce experiences. Its Commerce Experience Cloud includes three product pillars: Discovery, which offers AI-driven search and merchandising; Content, which offers a headless content management system (CMS); and Engagement, which offers a customer data platform (CDP) and marketing automation solutions. Bloomreach serves commerce companies all over the world. It was founded in 2009 and is based in Mountain View, California.
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Adcreative
FranceFounding Year: 2021https://www.adcreative.ai/AdCreative.ai is an AI-powered ad creation tool. Its platform generates social posts, text and headlines, and more. It serves e-commerce stores, startups, and marketing agencies. It was founded in 2021 and is based in Paris, France.
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Writesonic
United StatesFounding Year: 2021Total Funding: $2.73Mhttps://writesonic.com/Writesonic offers an AI-powered copywriting tool that generates marketing content for any business. It helps professionals to scale content production and output. The company develops ChatSonic, a tool to create engaging content. Writesonic was founded in 2021 and is based in San Francisco, California.
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Persado
United StatesFounding Year: 2012Total Funding: $97.5Mhttps://www.persado.com/Persado is a provider in marketing persuasion technology, a new category within digital marketing. Persado's platform generates persuasive language for communications designed to drive action. The software uses semantic algorithms to map emotions and generate language for marketing communications such as emails, landing pages, mobile, push notifications and social media. By breaking down marketing language into emotional, descriptive, and formatting components, Persado's software linguistically engineers the optimal language, replacing the guesswork of copywriting.
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Copysmith
United StatesFounding Year: 2020Total Funding: $10.1Mhttps://copysmith.ai/Copysmith provides a SaaS content creation platform to help in the process of writing content. The platform uses machine learning technology to understand human text and also features a built-in character counter for advertisements, landing pages, and plagiarism checkers. The company was founded in 2020 and is based in San Francisco, California.
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Mutiny
United StatesFounding Year: 2018Total Funding: $68.75Mhttps://www.mutinyhq.com/Mutiny helps business-to-business, software-as-a-service companies present a message that's customized to each visitor on their website. The company was founded in 2018 and is based in San Francisco, California.
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Lily ai
United StatesFounding Year: 2015Total Funding: $39.5Mhttps://www.lily.ai/Lily AI uses AI to help brands and retailers understand the individual customer’s emotional context. Lily AI combines deep product tagging with deep psychographic analysis to determine the active state of mind of each shopper and turns that into timely personalized interactions. The company was founded in 2015 and is based in Mountain View, California.
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Customer Experience
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Replicant
United StatesFounding Year: 2017https://www.replicant.com/Replicant provides a platform that allows consumers to engage in natural conversations across voice, messaging, and other digital channels to resolve their customer support issues. It helps companies automate common customer service calls while empowering agents to focus on more complex and nuanced customer challenges. The company offers its services to consumer services, financial services, healthcare hospitals, and other sectors. It was founded in 2017 and is based in San Francisco, California.
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Afiniti
BermudaFounding Year: 2006Total Funding: $327.2Mhttps://www.afiniti.com/Afiniti is a multinational applied artificial intelligence company. Afiniti uses AI to identify and predict subtle, valuable patterns of human behavior to better pair customers and employees. Pairing in this way results in higher quality interpersonal interactions and drives measurable increases in revenue and customer lifetime value for enterprises.
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Netomi
United StatesFounding Year: 2015Total Funding: $47Mhttps://www.netomi.com/Netomi is an AI platform for customer service that allows businesses to activate, manage, and train AI to automatically resolve tickets, enhance agent productivity, and provide customer experience. The company works with global retail, travel & hospitality, telecommunications, finance, and insurance companies, including WestJet, Nestle, and Singtel.
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Frame.ai
United StatesFounding Year: 2016Total Funding: $17.03Mhttps://frame.ai/Frame Technology aims to improve customer acquisition, retention, and expansion with human‑powered conversations connected to existing services and data. It offers solutions to predict and prevent escalation, reduce case volume, and service cost, and also track customer effort. It was founded in 2016 and is based in Irvington, New York.
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Poly.ai
United KingdomFounding Year: 2017Total Funding: $68.5Mhttps://poly.ai/PolyAI is a software development company that develops a machine learning platform for conversational artificial intelligence. It specializes in machine learning, digital transformation, voice assistants, customer experience, and more. It primarily serves in the fields of banking, hospitality, insurance, retail, and telecommunications. The company was founded in 2017 and is based in London, U.K.
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Moengage
United StatesFounding Year: 2014Total Funding: $177.79Mhttps://www.moengage.com/MoEngage offers an intelligent marketing automation platform for consumer brands to understand customer behavior across digital touchpoints through inbuilt analytics and orchestrate personalized campaigns across multiple channels, including mobile, email, SMS, and website. MoEngage was founded in 2014 and is based in San Francisco, California.
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Uniphore
United StatesFounding Year: 2008Total Funding: $626.63Mhttps://www.uniphore.com/Uniphore is a conversational service automation software company that enables businesses globally to deliver better customer service by providing an automation platform in which intelligent software can take over transactional conversations from humans, coach live agents during calls, and accurately predict language, emotion, and intent. It offers several products, such as X Platform, U-Self Serve, U-Assist, U-Analyze, and Q for Sales. The company was founded in 2008 and is based in Palo Alto, California.
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Watson Assistant
United StatesFounding Year: 1911https://www.ibm.com/products/watson-assistantIBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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Moveworks
United StatesFounding Year: 2016Total Funding: $305Mhttps://www.moveworks.com/Moveworks offers an autonomous artificial intelligence platform for resolving IT issues in the enterprise.
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Intercom
United StatesFounding Year: 2011Total Funding: $240.25Mhttps://www.intercom.com/Intercom is a fundamentally new way for internet businesses to communicate with customers, personally, at scale. It's a customer communication platform with a suite of integrated products for every team-including sales, marketing, product, and support. Intercom's products enable communication with customers on your website, inside your web and mobile apps, and by email.
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Asapp
United StatesFounding Year: 2014Total Funding: $312.57Mhttps://www.asapp.com/ASAPP is an artificial intelligence software that aims to help call center agents work better and faster. ASAPP software says it does not replace human call center agents, but instead analyzes the calls of a center’s most efficient agent and then sends to all agents real-time suggestions of what to say in response to specific things said by customers. For web chats, it presents the agent with multiple potential responses that can be sent with a click. It was founded in 2014 and is based in New York, New York.
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Kore.ai
United StatesFounding Year: 2013Total Funding: $149.96Mhttps://kore.ai/Kore.ai develops a bot-based messaging and conversational AI platform that deploys and manages secure conversational bots across 30 different digital and voice channels.
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AWS Amazon Lex
United StatesFounding Year: 2006https://aws.amazon.com/lex/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Cresta
United StatesFounding Year: 2017Total Funding: $151Mhttps://cresta.com/Cresta uses AI to turn sales and service agents into experts on day one, elevating the customer experience and growing the business. The company codifies the psychology, behavior, and language that top contact center agents use to achieve successful outcomes. Once this expertise is learned, Cresta re-distributes it to every agent in real-time, effectively turning every agent into an immediate expert.
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Typewise
SwitzerlandFounding Year: 2020Total Funding: $5.15Mhttps://www.typewise.app/Typewise is a mobile app that allows users to install an alternative keyboard. It builds customized AI language models for each client, which includes company-specific vocabulary and learns which phrases have the highest business impact. The company was founded in 2020 and is based in Schlieren, Switzerland.
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https://developers.google.com/learn/pathways/chatbots-dialogflow

Dialogflow
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Observe.ai
United StatesFounding Year: 2017Total Funding: $213.12Mhttps://www.observe.ai/Observe.ai is an enterprise AI company that leverages deep learning and NLP to automate support workflows. The company empowers call center agents to do their jobs better. Its voice AI platform provides the agent with real-time feedback on customer sentiment and guides them on next steps during the customer call.
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Drift
United StatesFounding Year: 2015Total Funding: $107Mhttps://www.drift.com/Drift is a conversational marketing and sales platform that focuses on B2B companies. It provides customer prospecting, customer service, target account engagement, visitor intelligence, and real-time personalization. The company was founded in 2015 and is based in Boston, Massachusetts.
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Forethought
United StatesFounding Year: 2017Total Funding: $91.75Mhttps://forethought.ai/Forethought aims to use artificial intelligence to help with customers service. It assists customer support employees with triaging tickets, finding answers to common issues, and training new hires. Forethought has 3 customer service products which include the Assist, Solve and Triage. Assist aims to help customer service associates (CSAs) find the information they need to solve a problem quickly,. Solve is a chatbot that answers simple questions and routes complex queries to human CSAs. Per the company, Triage uses AI to route calls to the most knowledgeable CSAs.
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CallMiner
United StatesFounding Year: 2002Total Funding: $134.9Mhttps://callminer.com/CallMiner helps businesses and organizations improve contact center performance and gather key business intelligence by automating their ability to listen to every customer interaction. CallMiner's cloud-based voice of the customer analytics solution automatically analyzes contacts across all communication channels: calls, chat, email, and social. CallMiner offers both real-time monitoring and post-call analytics, delivering insights to contact center staff, business analysts, and executives.
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Ada
CanadaFounding Year: 2016Total Funding: $190.73Mhttps://www.ada.cx/Ada offers an automated platform that integrates artificial intelligence and enables enterprise businesses around the world to automate customer service that saves time, reduces cost, and strengthens their support. It also offers different chatbots as per the need of the business. The company was founded in 2016 and is based in Toronto, Canada.
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Yellow.ai
United StatesFounding Year: 2016Total Funding: $102.35Mhttps://yellow.ai/Yellow.ai is a Conversational CX Automation Platform that brings AI and human intelligence together to automate customer experience for large brands and enterprises. Yellow.ai was founded in 2016 and is based in San Mateo, California.
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Liveperson
United StatesFounding Year: 1995Total Funding: $41.59Mhttps://www.liveperson.com/LivePerson (NASDAQ: LPSN) aims to help companies with customer servicing, retention, and upselling via its LP Marketer, LP Chat, and LP Voice offerings.
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Sprinklr
United StatesFounding Year: 2009Total Funding: $578.5Mhttps://www.sprinklr.com/Sprinklr is a complete social media management platform for the enterprise, designed to help large companies collaborate across their entire organization to customer experiences across every social channel. The platform provides content planning and publishing, advocate and audience management, owned engagement and moderation, and earned monitoring and listening.
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Human Capital
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eightfold.ai
United StatesFounding Year: 2016Total Funding: $397Mhttps://eightfold.ai/Eightfold.ai offers a talent intelligence platform. It allows the user to centralize all their people data, including ATS, HRMS, resume books, and spreadsheets.
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Beamery
United KingdomFounding Year: 2014Total Funding: $223.06Mhttps://beamery.com/Beamery uses large-scale, data-mining, and machine-learning algorithms to automate relationship tracking for recruiters. It builds recruitment CRM software that enables companies to approach recruiting like customer acquisition, from outbound prospecting and pipeline building to targeted nurture and engagement. The company was founded in 2014 and is based in London, U.K.
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PandoLogic
United StatesFounding Year: 2007Total Funding: $19.7Mhttps://pandologic.com/PandoLogic is focused on the online recruitment industry, building an effective recruitment advertising network designed to connect employers and job seekers more efficiently, while helping digital publishers increase revenue and site traffic with online recruitment. On July 22nd, 2021, PandoLogic was acquired by Veritone at a valuation of $150M.
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Textio
United StatesFounding Year: 2014Total Funding: $42.5Mhttps://textio.com/Textio provides an artificial intelligence platform that analyzes business documents as they're being written to forecast and improve their performance. The company's first product, Textio Talent, optimizes job listings, recruiting email, and other talent content.
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Fetcher
United StatesFounding Year: 2015Total Funding: $38.9Mhttps://fetcher.ai/Fetcher operates a staffing and recruiting platform that combines artificial intelligence and human expertise to fill positions quicker. Rather than using a standard database model, Fetcher's unique combination of machine learning and human intelligence creates curated batches of candidates for every open role. This sourcing model allows recruiters to spend less time in front of a computer searching or filtering for candidates, and more time connecting with candidates and hiring managers. Fetcher serves the staffing and recruiting industry. Fetcher was founded in 2015 and is based in New York, New York.
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Visier
CanadaFounding Year: 2010Total Funding: $216.5Mhttps://www.visier.com/Visier develops business support software. It specializes in creating workforce analytic applications through the cloud for human resource management. The company was founded in 2010 and is based in Vancouver, Canada.
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Lattice
United StatesFounding Year: 2015Total Funding: $329.32Mhttps://lattice.com/Lattice is a performance management solution for growing companies, aimed at increasing employee retention. Lattice's products are designed to help mid-market customers with goal OKR management, performance reviews, employee feedback and manager-employee conversations. The product covers the full breadth of a performance management cycle.
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StepStone
GermanyFounding Year: 1996https://www.stepstone.com/en/StepStone is an independent online recruitment site, publishing job opportunities across Europe every day, and offering recruiters a range of services to help fill their vacancies with quality people, quickly and efficiently.
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The Predictive Index
United StatesFounding Year: 1955Total Funding: $89.5Mhttps://www.predictiveindex.com/The Predictive Index (PI), formerly PI Worldwide, is a workforce assessment platform used to define behavioral and cognitive job requirements, hire candidates, and keep them engaged. It aligns business strategy with people strategy for optimal business results. The solution aims to enable companies to design teams and cultures, make objective hiring decisions, and foster engagement. The company serves clients in the United States. It was founded in 1995 and is based in Westwood, Massachusetts.
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Turing
United StatesFounding Year: 2018Total Funding: $136.05Mhttps://www.turing.com/Turing helps source, vet, and ultimately connect developers with tech companies that need them for either short- or long-term engagements.
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Entelo
United StatesTotal Funding: $41.93Mhttps://www.entelo.com/Entelo allows recruiters to search for software engineers and designers across the social web. With social profiles, search, and technology to discover candidates who may be open to new opportunities, Entelo improves the ability to find the right talent at the right time.
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Harver
United StatesFounding Year: 2015Total Funding: $27.3Mhttps://harver.com/Harver is a pre-employment assessment platform for hiring at scale. Its platform is designed to remove the challenges surrounding high-volume hiring, including managing large volumes of applicants, mitigating unconscious bias, and capturing the right information upfront to make data-driven hiring decisions. The company was founded in 2015 and is based in New York, New York. In May 2021, Harver was acquired by OutMatch. The terms of the transaction were not disclosed.
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HireVue
United StatesFounding Year: 2004Total Funding: $98Mhttps://www.hirevue.com/HireVue provides an assessment and video interviewing platform that combines video, AI, game, and technical challenges for comprehensive hiring intelligence.
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Gloat
United StatesFounding Year: 2015Total Funding: $181.6Mhttps://gloat.com/Gloat develops a system based on artificial intelligence and analyzes the possible career paths in the organization and the achievements and abilities of each employee. Employees can enter their skills, professional experiences, and achievements throughout their careers throughout the company, and then proactively receive various career development opportunities. Gloat was formerly known as Workey. The company was founded in 2015 and is based in New York, New York.
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Automation & Operations
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JIFFY.ai
United StatesFounding Year: 2012Total Funding: $71Mhttps://jiffy.ai/JIFFY.ai helps companies automate tasks that are usually performed manually through robotic process automation (RPA).
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https://levity.ai/
Levity AI
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Abbyy
United StatesFounding Year: 1989https://www.abbyy.com/ABBYY is a global provider of AI and language-based technologies. It empowers organizations to gain a complete understanding of their business processes and the content that fuels them with its Digital Intelligence platform.
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Workato
United StatesFounding Year: 2013Total Funding: $415Mhttps://www.workato.com/Workato is an enterprise automation platform that enables both business and IT teams to integrate their apps and automate business workflows without compromising security and governance. It enables companies to drive outcomes from business events. There is no coding required, and the platform utilizes machine learning and patented technology to make the creation and implementation of automation faster than traditional platforms. The company was founded in 2013 and is based in Mountain View, California.
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Antworks
SingaporeFounding Year: 2015Total Funding: $15Mhttps://www.ant.works/AntWorks is an in Intelligent Document Processing and Automation Company. It uses proprietary Artificial Intelligence technology to unlock, classify and digitize the vital data in the full range of business documents. Its flagship product, CMR+, understands and contextualizes information with minimal intervention. It also processes hard-to-read, complex, ‘unstructured’ content; emails, contracts, reports, tables, images and handwriting. AntWorks provides a platform that integrates artificial intelligence and cognitive process automation to provide smart solutions for enterprises. The company was founded in 2015 and is based in Singapore, Singapore.
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Rossum
Czech RepublicFounding Year: 2017Total Funding: $104.5Mhttps://rossum.ai/Rossum develops artificial intelligence that understands complex structured documents, enabling companies to capture data from financial documents efficiently and with human-level accuracy.
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Bardeen.ai
United StatesFounding Year: 2020Total Funding: $18.8Mhttps://www.bardeen.ai/Bardeen.ai is an automation app to replace repetitive tasks with a single shortcut and control web apps from anywhere. The company was founded in 2020 and is based in San Francisco, California.
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Ocrolus
United StatesFounding Year: 2014Total Funding: $126.45Mhttps://www.ocrolus.com/Ocrolus operates as an automation platform that analyzes financial documents. Ocrolus is powered by a blend of AI and crowdsourced human quality control, enabling firms across the financial sector to automate high-stakes business processes. Ocrolus uses a combination of technology, including OCR (optical character recognition), machine learning/AI and big data to analyze financial documents. Per the company, its technology can classify financial documents, capture key data fields, detect fraud and analyze cash flows. Ocrolus started with the intent to automate the long-term care Medicaid application process.
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Eigen Technologies
United KingdomFounding Year: 2015Total Funding: $59.5Mhttps://eigentech.com/Eigen Technologies is a natural language processing (NLP) company based in London and New York. The company enables organizations to unlock the value of their qualitative data by automating the extraction of text from documents using machine learning.
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HyperScience
United StatesFounding Year: 2014Total Funding: $289.23Mhttps://hyperscience.com/Hyperscience automates manual document processing for global financial services, insurance, healthcare, and government organizations. Its proprietary solution classifies documents and extracts data. Structured data files are then sent downstream for processing, decreasing wasted manual effort, and increasing output and productivity. The company was founded in 2014 and is based in New York, New York.
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Alkymi
United StatesFounding Year: 2017Total Funding: $26Mhttps://www.alkymi.io/Alkymi transforms enterprise workflows by placing machine learning and automation technology into the hands of business users, turning operational data headaches into a source of efficiency. Alkymi’s core products, Data Inbox and Patterns, allow businesses to extract, analyze, and take action on critical business data in emails and documents. Organizations deploy Alkymi to accelerate decision-making, improve customer satisfaction, and empower employees to focus on higher value work. Alkymi was founded in 2017 and is based in New York, New York.
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Instabase
United StatesFounding Year: 2015Total Funding: $131.94Mhttps://instabase.com/Instabase is a platform for businesses to build customizable apps for automating different parts of their business. For example, a bank can quickly build an app that can automatically verify customer income in a fraction of a second by combing through documents such as camera pictures or scans of paystubs, tax documents, bank statements, and other similar documents submitted by the customer. The platform comes equipped with the tools for reading documents, data extraction and classification, natural language processing, and optical character recognition. It is designed to enable creators, developers, and organizations to quickly build complex business applications based on their needs.
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Tonkean
United StatesFounding Year: 2016Total Funding: $83.2Mhttps://tonkean.com/Tonkean offers a digital platform featuring robotic automation for enterprises. Tonkean's platform acts as an operating system for operations teams and allows users to manage and streamline business processes, formulas and reporting with no-code.
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Celonis
GermanyFounding Year: 2011Total Funding: $2367.5Mhttps://www.celonis.com/Celonis offers a process mining tool for analyzing and visualizing business processes. It helps organizations understand and improve operational process flows for business transformation. The company was founded in 2011 and is based in Munich, Germany.
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AirSlate
United StatesFounding Year: 2006Total Funding: $171.5Mhttps://www.airslate.com/airSlate is a global SaaS technology company that serves users worldwide with its no-code business process automation and document management solutions. The company's PDF editing, e-signature workflow, and business process automation solutions empower users to digitally transform their businesses to run faster and easier. airSlate, pdfFiller, signNow, and USLegal make up the company's portfolio of products. airSlate's customers span various industries, such as insurance, healthcare, finance, sports, and more. airSlate was founded in 2006 and is based in Brookline, Massachusetts.
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Zapier
United StatesTotal Funding: $2.58Mhttps://zapier.com/Zapier allows its users to create connections between different web apps. Partners, including Salesforce, Intuit, Google, and Dropbox, utilize Zapier to offer their customers integrations with over 350 apps. The Zapier Developer Platform enables developers to add APIs for private or public use.
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UiPath
United StatesFounding Year: 2005Total Funding: $1991Mhttps://www.uipath.com/UiPath (NYSE: PATH) is a New York-based, robotic process automation (RPA) company that helps in the training and collaboration of AI and machine learning. The technology is used by companies in document management, contact center, healthcare, finance and accounting, human resources, and supply chains, addressing major technical challenges, including data extraction and migration, process automation, application integration, and business process outsourcing. The company was founded in 2005 and is based in New York, New York.
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Decision & Optimization
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Aera Technology
United StatesFounding Year: 2005Total Funding: $168.23Mhttps://www.aeratechnology.com/Aera delivers technology that enables the Self-Driving Enterprise: a cognitive operating system that connects customers with their business and autonomously orchestrates their operations.
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Buynomics
GermanyFounding Year: 2018Total Funding: $16.03Mhttps://www.buynomics.com/buynomics offers a forecasting platform that helps companies digitize their prices under realistic conditions, and helps predict their purchase behavior in different circumstances. It integrates artificial intelligence that converts data into meaningful insights, observes the effects of competitors' actions, and the impact of pricing strategy to predict the purchasing pattern of the consumers. The company was founded in 2018 and is based in Cologne, Germany.
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NextMV
United StatesFounding Year: 2019Total Funding: $14.34Mhttps://www.nextmv.io/Nextmv is a developer platform for automating and optimizing decisions that drive business operations — from vehicle routing to workforce scheduling and more. With Nextmv's flexible APIs, developers can quickly build, test, and deploy decision services in modern technology stacks at speed and scale. Nextmv was founded in 2019 and is based in Philadelphia, Pennsylvania.
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Paretos
GermanyFounding Year: 2020Total Funding: $13.98Mhttps://paretos.com/paretos offers an end-to-end decision intelligence platform. Its platform makes data-driven decisions across entire organizations, enabling business users to evaluate complex data, predict future scenarios and take action. It was founded in 2020 and is based in Heidelberg, Germany.
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Peak AI
United KingdomFounding Year: 2014Total Funding: $115Mhttps://peak.ai/us/Peak is a data analytics-as-a-service company that helps businesses with data services using artificial intelligence and machine learning technologies.
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Arena
United StatesFounding Year: 2019Total Funding: $32Mhttps://www.arena-ai.com/Arena is a software firm that builds active learning systems and techniques, such as reinforcement learning. The company's platform leverages active learning agents that continually test, learn, and improve omnichannel sales strategies automatically. Arena helps CPG companies, small merchants, and technology companies transform intensive sales and supply chain processes into autonomous, self-learning systems, unlocking efficiencies and resulting in a better, more affordable consumer experience. The company was founded in 2019 and is based in New York, New York.
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Legal
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Casetext
United StatesFounding Year: 2013Total Funding: $69.32Mhttps://casetext.com/Casetext provides information and research services to litigation practices. The company's software, CARA, automates key legal research tasks by leveraging artificial intelligence and machine learning technologies to analyze litigation documents and uses that information to algorithmically query the law.
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Disco
United StatesFounding Year: 2012Total Funding: $233.57Mhttps://csdisco.com/DISCO is a legal technology company that applies artificial intelligence and cloud computing to legal problems to support lawyers and legal teams in improving legal outcomes for their clients. Its e-discovery solution is used by corporate legal departments, law firms, and government agencies for compliance, disputes, and investigations.
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TermScout
United StatesFounding Year: 2018https://www.termscout.com/TermScout is a legal-tech company that offers solutions for contract review services. It provides clients with competitive data to draft competitive contracts. Its platform enables clients to engage in a third-party contract review process. The company was founded in 2018 and is based in Denver, Colorado.
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DoNotPay
United StatesFounding Year: 2015Total Funding: $27.8Mhttps://donotpay.com/DoNotPay is an AI-powered legal assistant bot. The company's Robo Revenge aims to automate the process of identifying the company behind each robocall, which gives users the ability to go after those companies under the 1991 Telephone Consumer Protection Act.
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https://www.spellbook.legal/

Spellbook
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Linksquares
United StatesFounding Year: 2015Total Funding: $163.97Mhttps://linksquares.com/LinkSquares provides an AI contract analytics software designed to help legal and finance teams work smarter by simplifying contract management, analysis, and reporting. It offers solutions such as crisis management, contract review, contract storage, data privacy and compliance, and deal acceleration. The company was founded in 2015 and is based in Boston, Massachusetts.
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Reveal Data
United StatesFounding Year: 2008Total Funding: $201.1Mhttps://revealdata.com/Reveal Data provides cloud-based eDiscovery software solutions and services. Its eDiscovery software platform offers the full range of processing, ECA, review and artificial intelligence capabilities.
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Relativity
United StatesFounding Year: 2001Total Funding: $125Mhttps://www.relativity.com/Relativity develops software to help users organize data, discover the truth, and act on it. The company's e-discovery platform is used by organizations around the world to manage large volumes of data. It also offers a cloud solution product RelativityOne which manages large volumes of data and identifies key issues during litigation and internal investigations and compliance projects. The company was founded in 2001 and is based in Chicago, Illinois.
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Luminance
United KingdomFounding Year: 2015Total Funding: $23Mhttps://www.luminance.com/Luminance, which spun out of the University of Cambridge, is an AI-powered, document analysis platform that aims to disrupt the legal due diligence process.
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ContractPodAI
United KingdomFounding Year: 2012Total Funding: $170Mhttps://contractpodai.com/ContractPodAi offers an end-to-end solution offering contract management services including for contract generation, contract repository, and third-party review.
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icertis
United StatesFounding Year: 2009Total Funding: $521.5Mhttps://www.icertis.com/Icertis is a cloud-based enterprise contract management platform that enables companies to accelerate their business by increasing contract velocity, protect against risk by ensuring regulatory and policy compliance and optimize commercial relationships by maximizing revenue and reducing costs. The company was founded in 2009 and is based in Bellevue, Washington.
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Ironclad
United StatesFounding Year: 2014Total Funding: $331.12Mhttps://ironcladapp.com/Ironclad is a contract management software solution that aims to offer an automated assistant that manages legal paperwork for companies. It is one organized Dropbox folder for all legal documents, along with automated templates for NDAs, sales contracts, and contractors.
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Everlaw
United StatesFounding Year: 2010Total Funding: $314.61Mhttps://www.everlaw.com/Everlaw offers a collaborative, cloud-based litigation platform for corporate counsels, litigators, and government attorneys that enables teams to discover, illuminate, and act on information to drive internal investigations and impact the outcome of litigation. Everlaw was formerly known as EasyESI. The company was founded in 2010 and is based in Oakland, California.
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Partnerships
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Partnerstack
CanadaFounding Year: 2015Total Funding: $38.12Mhttps://partnerstack.com/PartnerStack provides a full-stack solution for partnerships. The company offers partner marketing, channel marketing, partner marketing software, channel marketing software, marketing automation software, co-marketing software, and marketing software. It is based in Toronto, Ontario.
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Reveal
FranceFounding Year: 2020Total Funding: $50Mhttps://reveal.co/Reveal is a free platform for Partnership, Marketing, and Sales teams to generate revenue through their ecosystem. Reveal allows users to connect with companies from their ecosystem, securely compare their CRM data, and multiply up to 3X of their win rate thanks to their ecosystem’s insights. The company was founded in 2020 and is based in Paris, France.
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Habu
United StatesFounding Year: 2018Total Funding: $40Mhttps://habu.com/Habu builds software applications for privacy-safe data sharing, real-time analytics, automated segmentation and optimization across all of the major cloud providers.
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Partnertap
United StatesFounding Year: 2016Total Funding: $1.55Mhttps://partnertap.com/PartnerTap connects salespeople with prospects and their referral partners.
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Workspan
United StatesFounding Year: 2015Total Funding: $66Mhttps://www.workspan.com/WorkSpan is a co-sell management network that enables companies to charge and scale their co-sell revenue growth. The platform can be used by partnership and sales teams to collaborate with partners on deals, exchange co-sell referrals from inside their CRM, manage shared pipelines, and track performance on a live dashboard. The platform is designed primarily for technology companies. The company was founded in 2015 and is based in San Bernardino, California.
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crossbeam
United StatesFounding Year: 2018Total Funding: $116.85Mhttps://www.crossbeam.com/Crossbeam is a collaborative intelligence platform that helps companies build more valuable partnerships. It serves as an escrow service for data, allowing companies to find overlapping customers and prospects while keeping the rest of their data private and secure. The company was founded in 2018 and is based in Philadelphia, Pennsylvania.
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Infosum
United KingdomFounding Year: 2015Total Funding: $93.21Mhttps://www.infosum.com/InfoSum provides data management and software services. It enables companies to understand a broader perspective of their customers' lives by joining siloed data sets and collaborating without the commercial and regulatory risks associated with centralized platforms. It offers customers across financial services, content distribution, connected television, eCommerce, gaming, and entertainment and compliantly connects their customer data to other partners through privacy-safe, data networks. InfoSum was founded in 2015 and is based in Basingstoke, U.K.
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Vendia
United StatesFounding Year: 2020Total Funding: $50.6Mhttps://www.vendia.com/Vendia is a serverless, distributed platform that enables customers to share data and code across multiple clouds and companies.
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Regtech & Compliance
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https://www.minervaai.io/

MinervaAI
CanadaMinervaAI has an automated solution aimed to provide faster, smarter, and more compliant financial crime investigations, augmenting the human investigator and increasing investigator productivity with data aggregation, data curation, automation, documentation, and deep learning.
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BigID
United StatesFounding Year: 2015Total Funding: $246.1Mhttps://bigid.com/BigID operates as a security company that offers risk management, privacy of customer data and data intelligence. The solutions allow organizations to find, classify and catalog sensitive data from the cloud to data centers. BigID serves enterprises across multi industries. The company was founded in 2015 and is based in New York, New York.
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Forter
United StatesFounding Year: 2013Total Funding: $525Mhttps://www.forter.com/Forter provides a plug-and-play, anti-eCommerce fraud solution technology that automates the review process by instantly analyzing profile data, behavioral data, and cyber intelligence, enabling the ability to decline fraudsters and approve consumers in real-time.
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Comply Advantage
United KingdomFounding Year: 2014Total Funding: $108.2Mhttps://complyadvantage.com/ComplyAdvantage helps firms make intelligent choices when complying with regulations relating to sanctions, money laundering (AML), terrorist financing (CFT), bribery, and corruption. Its database of individuals, organizations, and associated entities provides real-time insight into financial crime risks. ComplyAdvantage uses artificial intelligence, machine learning, and big data analytics combined with a tailored risk-based approach to help firms not only to manage their compliance and risk obligations, but also to prevent the occurrence of financial crime.
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Hummingbird
United StatesFounding Year: 2016Total Funding: $41.2Mhttps://hummingbird.co/Hummingbird offers a platform for orchestrating and automating financial compliance programs.
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Compliance AI
United StatesFounding Year: 2016Total Funding: $13Mhttps://www.compliance.ai/Compliance.ai develops a Regulatory Change Management platform designed to mitigate risk, reduce costs, and increase confidence in compliance status for the banking, financial services, and insurance industries. Compliance.ai transforms the capabilities of compliance teams by delivering a simple-to-use, automated approach to monitoring and reacting to regulatory updates, identifying obligations, and ensuring required changes are completed in a timely manner. Through its flexible, intuitive platform, Compliance.ai helps compliance teams increase accuracy, improve productivity, and reduce compliance gaps. The company was formerly known as Jurispect. It was founded in 2016 and is based in San Francisco, California.
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Drata
United StatesFounding Year: 2020Total Funding: $328.2Mhttps://drata.com/Drata offers a security and compliance automation platform that aims to help companies earn and keep the trust of their users, customers, partners, and prospects. The platform helps companies streamline their SOC 2, ISO 27001, HIPAA, GDPR, and PCI DSS compliance through continuous automated control monitoring and evidence collection. The platform is designed for businesses of any size. The company was founded in 2020 and is based in San Diego, California.
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Finance
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Highradius
United StatesFounding Year: 2006Total Funding: $475Mhttps://www.highradius.com/HighRadius is a fintech enterprise SaaS platform that automates accounts receivable and treasury processes with AI-based autonomous systems powered by the Rivana AI Engine and Freeda Digital Assistant. HighRadius Integrated Receivables platform reduces cycle times in order-to-cash process through automation of receivables and payments processes across credit, electronic billing and payment processing, cash application, deductions, and collections. HighRadius Treasury Management helps teams achieve touchless cash management, accurate forecasting, and seamless bank reconciliation.
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Anaplan
United StatesFounding Year: 2006Total Funding: $299.9Mhttps://www.anaplan.com/Anaplan is a cloud-based business planning and performance management platform based on a single hub where business users can create and use models. Using its proprietary Hyperblock technology, Anaplan lets users contextualize the live performance and forecast future outcomes. Anaplan enables connected strategy and planning across an enterprise to move a business forward. Anaplan was founded in 2006 and is based in San Francisco, California.
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Planful
United StatesFounding Year: 2000Total Funding: $80.25Mhttps://planful.com/Planful provides cloud-based enterprise performance management SaaS. The software helps with budgeting, planning, forecasting, modeling, analytics, and consolidation of financial details in addition to serving as an analytics platform for its business functions like human resources, sales, and marketing. The company was founded in 2000 and is based in Redwood City, California.
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oracle Netsuite
United StatesFounding Year: 1998Total Funding: $50Mhttps://www.netsuite.com/portal/home.shtmlNetSuite (NYSE:N) is a cloud computing company that provides small and midsize businesses with on demand Web-based business applications to run their entire company. NetSuite provides financials/enterprise resource planning (ERP) and omnichannel commerce software suites in the United States and internationally. Additionally, NetSuite offers relationship management software solutions, customer relationship management, and e-commerce solutions.
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Appzen
United StatesFounding Year: 2012Total Funding: $102.59Mhttps://www.appzen.com/AppZen develops finance AI software built to deliver autonomous processing for finance teams. The AI software uses deep learning, semantic analysis, and computer vision to process intelligence from thousands of data sources, documents, and images so that organizations can better understand financial transactions and make improved business decisions. The company serves clients across multi industries globally. It was founded in 2012 and is based in San Jose, California.
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Pilot
United StatesFounding Year: 2016Total Funding: $161.3Mhttps://pilot.com/Pilot.com is an online bookkeeping platform. Pilot provides users with an account manager, sends transactions automatically and sends a detail report containing profits, losses, balances, and cash flows by the 15th of each month. It was founded in 2016 and is based in San Francisco, California.
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Cube
United StatesFounding Year: 2019Total Funding: $21.7Mhttps://www.cubesoftware.com/Cube Dev is a developer framework for building analytics applications. It provides a complete backend API platform over the raw data while giving full customization and flexibility on the frontend.
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Digits
United StatesFounding Year: 2018Total Funding: $97.5Mhttps://digits.com/Digits leverages APIs, classification algorithms, and machine learning techniques to provide a real-time view into a business’s finances.
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Botkeeper
United StatesFounding Year: 2015Total Funding: $89.5Mhttps://www.botkeeper.com/botkeeper provides startups and growing businesses with a robotic bookkeeper that automates bookkeeping and accounting tasks using machine learning (ML), artificial intelligence (AI), and human assistance. Its Transaction Manager uses ML and AI to auto-categorize transactions. Smart Connect links directly to a client's financial accounts and fetches bank statements from financial institutions. Task manager simplifies communication, improves staff oversight, and manages the user's firms outstanding tasks in one secure place. Password Manager offers a secure, centralized, and streamlined view of all the user's client's credentials.
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Zuora
United StatesFounding Year: 2008Total Funding: $242.5Mhttps://www.zuora.com/Zuora ZUO (NYSE) offers a subscription relationship management platform to help businesses in any industry to launch or shift products for subscription, implement new pay-as-you-go pricing and packaging models, gain new insights into subscriber behavior, open new revenue streams, and disrupt market segments to gain a competitive advantage. The company was founded in 2008 and is based in San Mateo, California.
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Datarails
IsraelFounding Year: 2015Total Funding: $99.5Mhttps://www.datarails.com/DataRails is a provider of a solution that aims to bring sophisticated big business FP&A tools to SME CFOs. It aims to allow SMEs to adopt a cloud-based solution while using the familiar Excel and their existing models. The company was founded in 2015 and is based in Tel Aviv, Israel.
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Pigment
FranceFounding Year: 2019Total Funding: $163.4Mhttps://www.gopigment.com/Pigment offers a reporting SaaS solution to forecast the future of businesses with scenarios through charts, simulations, and continuous modeling. It provides accounting and management services to finance executives, revenue operations, and human resources teams. The company was founded in 2019 and is based in Paris, France.
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Vena
CanadaFounding Year: 2011Total Funding: $382.44Mhttps://www.venasolutions.com/Vena Solutions turns Excel into an enterprise-class platform to automate financial and other spreadsheet-driven processes across organizations. Customers use Vena for corporate performance management (CPM) applications including budgeting, financial close management, reporting, and automating other spreadsheet driven processes across and beyond finance.
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SAP S/4 HANA
GermanyFounding Year: 1972https://www.sap.com/products/erp/s4hana.htmlSAP (FWB: SAP) (NYSE: SAP) is a multinational software corporation that makes enterprise software to manage business operations and customer relations.
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Applications - Horizontal
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Code & Documentation
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https://machinet.net/

Machinet
United StatesMachinet is a neural network plugin that helps users write unit tests. The platform takes the method selected and suggests the whole unit test function. The company is based in San Francisco, California.
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Diffblue
United KingdomFounding Year: 2016Total Funding: $40Mhttps://www.diffblue.com/Diffblue automates traditional coding tasks such as bug fixing, test writing, finding and fixing exploits, refactoring code, translating from one language to another, and creating original code to fit specifications. Diffblue Cover, the company’s first product, automatically generates unit tests for Java code to enable development teams to deliver software faster. The company was founded in 2016 and is based in Oxford, U.K.
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Mutable.ai
United StatesFounding Year: 2021Total Funding: $0.5Mhttps://mutable.ai/MutableAI is a CoPilot for refactoring prototype-quality Python code into highly readable production quality code. The company was founded in 2021 and is based in Pittsburgh, Pennsylvania.
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Mintlify
United StatesFounding Year: 2021Total Funding: $3.3Mhttps://mintlify.com/Mintlify is an automatic code documentation engine that reads your code and safely inserts comments that put it in context. It aims to solve documentation challenges with automation. The company's system uses various technologies to read the code and generate the relevant documents to explain it. Apart from creating documentation, the system routinely scans "outdated" documentation and also detects how users interact with it to improve readability. Mintlify was founded in 2021 and is based in New York, New York.
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AWS CodeWhisperer
United StatesFounding Year: 2006https://aws.amazon.com/codewhisperer/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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https://www.ai2sql.io/

AI2sql
United StatesAI2sql offers an AI-powered SQL query builder that enables users to build SQL queries without any knowledge of SQL for beginners. Users enter a few keywords about their data and the platform automatically builds an optimized SQL query for the data. The company is based in Jacksonville, Florida.
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Tabnine
IsraelTotal Funding: $15.5Mhttps://www.tabnine.com/TabNine is an all-language autocompleter. It uses deep learning to help you write code faster. On December 16, 2019, TabNine was acquired by Codota. The terms of the transaction were not disclosed.
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Moderne
United StatesFounding Year: 2020Total Funding: $19.7Mhttps://www.moderne.io/Moderne is a software modernization company that focuses on automating code migration and remediation for composed software systems. It accelerates software development through continuous software modernization across an organization’s codebase. The company was founded in 2020 and is based in Seattle, Washington.
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Durable
CanadaFounding Year: 2021Total Funding: $4.93Mhttps://durable.co/Durable provides solutions that assist service businesses with the setup, templates, marketing, and invoicing of the company. It helps to generate and edit websites, manage customers, and send invoices. The services include money management, invoicing, customer relationship management (CRM), review automation, building a website, pricing and more. The company was founded in 2017 and is based in San Francisco, California.
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Warp
United StatesFounding Year: 2020Total Funding: $23Mhttps://www.warp.dev/Warp is building a new command-line terminal that aims to make developers more productive. The company was founded in 2020 and is based in New York, New York.
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https://stenography.dev/

Stenography
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DeepMind AlphaCode
United KingdomFounding Year: 2010https://www.deepmind.com/blog/competitive-programming-with-alphacodeDeepMind is a cutting edge artificial intelligence company. The company combines the best techniques from machine learning and systems neuroscience to build powerful general-purpose learning algorithms.
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https://debuild.app/

Debuild
United StatesDebuild allows users to build web apps. Describe what the app should do in plain English, then start using it within seconds.
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Replit
United StatesFounding Year: 2013Total Funding: $104.97Mhttps://replit.com/Replit is an online IDE that allows users to write code and build apps and websites using a browser. It was founded in 2013 and is based in San Francisco, California.
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https://www.useblackbox.io/

Blackbox
United StatesBlackbox operates as an artificial intelligence-based coding assistant. The company works with programming languages and keeps the proper indentation of the code. It is based in San Francisco, California.
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Anima
United StatesFounding Year: 2017Total Funding: $21.62Mhttps://www.animaapp.com/Anima makes a set of plug-ins for popular interface design platform Sketch.
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https://blog.salesforceairesearch.com/codegen/

Salesforce CodeGen
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Magic
United StatesFounding Year: 2022Total Funding: $28Mhttps://magic.dev/Magic provides an artificial intelligence (AI) based code production platform that helps to produce code in addition to following developers' requests. The company uses artificial intelligence to add elements to code depending on developer requests. Magic was founded in 2022 and is based in San Francisco, California.
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GitHub Copilot
United StatesFounding Year: 2008Total Funding: $350Mhttps://github.com/features/copilotGitHub is a social network to share code with friends, co-workers, classmates, and strangers. Users have access to free public repositories, collaborator management, issue tracking, wikis, downloads, code review, graphs and more. The hosted service GitHub.com is free for open source projects and according to much of the developer community, it has helped to improve open source collaboration. On October 26, 2018, GitHub was acquired by Microsoft at a valuation of $7.5B.
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Text
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Jasper
United StatesFounding Year: 2018Total Funding: $125Mhttps://www.jasper.ai/Jasper is an AI content platform that helps teams create content for social media, advertising, articles, emails, websites, and art. The platform enables teams to create high-converting marketing copy, brainstorm new ideas, collaborate, and create content in a wide range of languages. Jasper was formerly known as Proof Technologies. The company was founded in 2018 and is based in Austin, Texas.
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https://fableml.com/

Fable
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Craftly AI
CanadaFounding Year: 2021https://www.craftly.ai/Craftly.AI is a web-based artificial intelligence writing platform. It leverages natural language processing and machine learning to research and write original content. It was founded in 2021 and is based in Toronto, Canada.
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NovelAI
United StatesFounding Year: 2021https://novelai.net/NovelAI provides artificial intelligence and a SaaS-based content writing platform. It offers a monthly subscription service for AI-assisted authorship, storytelling, and virtual companionship to create and build stories and adventures for users. It was founded in 2021 and is based in Wilmington, Delaware.
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https://subtxt.app/

Subtxt
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https://www.summari.com/

Summari
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Cogram
United StatesFounding Year: 2021Total Funding: $0.5Mhttps://www.cogram.com/Cogram lets anybody query databases without writing code. Users describe a question in plain English, and Cogram generates the matching database query. Cogram was founded in 2021 and is based in Brooklyn, New York.
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https://www.gomoonbeam.com/

Moonbeam
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Laika
DenmarkFounding Year: 2022https://www.writewithlaika.com/LAIKA is a provider of a machine learning solution for writers. Its creativity tool allows users to collaborate with artificial intelligence by providing them with a writing partner they can interact with. LAIKA was founded in 2022 and is based in Copenhagen, Denmark.
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HyperWrite
United StatesFounding Year: 2020Total Funding: $2.6Mhttps://hyperwriteai.com/HyperWrite is a writing assistant and content creation platform. It offers artificial intelligence (AI) writing tools. It was founded in 2020 and is based in Melville, New York.
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https://www.sudowrite.com/

Sudowrite
United StatesSudowrite, founded in 2020, develops an AI tool to help writers generate endless possibilities based on their plots. The company's software breaks through writer's block and invents clever narrative twists, enabling fiction writers to unleash their creative potential using the writing AI collaborator tool. It is based in Los Angeles, California.
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Compose.ai
United StatesFounding Year: 2020Total Funding: $2.23Mhttps://www.compose.ai/Compose is a free Chrome extension that enables users to automate writing using AI.
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OneAI
IsraelFounding Year: 2021Total Funding: $8Mhttps://www.oneai.com/One AI is an API-first Natural Language Processing (NLP) service that is built for developers. Users can embed its API to analyze, process, and transform text in their project. The company's Language Skills enable language comprehension in context, transforming texts from any source into structured data to use in code. No training data or NLP/ML knowledge are required. One AI was founded in 2021 and is based in Ramat Gan, Israel.
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https://www.wordtune.com/

Wordtune
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Audio & Voice
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Wellsaid
United StatesFounding Year: 2019Total Funding: $12Mhttps://wellsaidlabs.com/WellSaid Labs has developed an AI-powered text-to-speech technology that creates life-like synthetic voices from the voices of real people. WellSaid Labs's patent-pending technology allows users to recreate any voice and generate speech with the same pitch, emphasis, and intonation as the source speaker.
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Aiva
FranceFounding Year: 2016Total Funding: $2.52Mhttps://www.aiva.ai/Aiva Technologies offers AI solutions capable of composing emotional music. Aiva has learned the art of music composition by reading through a large collection of music partitions, written by the greatest composers in order to create a mathematical model representation of what music is.
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Voicemod
SpainFounding Year: 2014Total Funding: $8Mhttps://www.voicemod.net/Voicemod offers voice modulation services intended for the gaming industry. It can be used with video streaming apps, messaging apps, face filter apps, VoIP call apps, video chat apps, and more. The company was founded in 2014 and is based in Valencia, Spain.
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Supertone
South KoreaFounding Year: 2020Total Funding: $3.57Mhttps://supertone.ai/Supertone develops singing and acting voice separation and synthesis technology that assists creators, screenwriters, voice actors, actors, audiobook publishers, producers, brand designers, character designers, artists, and filmmakers to create human-like, realistic, and expressive voices. Its technology offerings include voice synthesis, voice separation, voice cloning, and enhancement technology for singing and acting. The company was founded in 2020 and is based in Seoul, South Korea. In January 2023, HYBE acquired a majority stake in Supertone for $36.5M.
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Replica Studios
AustraliaFounding Year: 2018Total Funding: $10.59Mhttps://replicastudios.com/Replica Studios uses artificial intelligence to create games, films, music, and other media with access to "Replica" voice actors on demand.
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Endel
GermanyFounding Year: 2018Total Funding: $20.12Mhttps://endel.io/Endel generates personalized, adaptive environments that are designed to help users focus, relax, and sleep better. Its core algorithm is based on circadian rhythms, pentatonic scale, and sound masking. The sounds adapt to different inputs, like time of day, weather, heart rate, and location, boosting a user's productivity and cognitive abilities. The company was founded in 2018 and is based in Berlin, Germany.
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Krisp
United StatesFounding Year: 2018Total Funding: $15.5Mhttps://krisp.ai/Krisp is a software that removes background noises during calls. It filters out background sound from both the speaker's microphone and from the incoming sound on the other end of the call. It integrates with many applications and provides both a mobile and desktop version of the product.
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Vocalid
United StatesFounding Year: 2014Total Funding: $3.06Mhttps://vocalid.ai/On June 16th, 2022, VocalID was acquired by Veritone. The terms of the transaction were not disclosed. VocalID that builds a personalized digital voice to replace the generic commercial voices on speech-generating applications. It was founded in 2014 and is based in Belmont, Massachusetts.
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Modulate
United StatesFounding Year: 2017Total Funding: $36Mhttps://www.modulate.ai/Modulate is producing voice features for digital characters in video games and other online experiences. Modulate uses machines learning techniques to offer video game players and array of customization features for the voice of the avatars. Modulate was founded in 2017 and is based in Cambridge, Massachusetts.
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Aimi
United StatesFounding Year: 2018Total Funding: $20Mhttps://www.aimi.fm/AiMi is an app that delivers a dynamic, uninterrupted, and an endless flow of music powered by AI and personalized for the user.
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Play.ht
IndiaFounding Year: 2016https://play.ht/Play.ht is an application for listening to articles using text-to-speech technologies. The company builds tools that help with converting text to audio and consuming the audio conveniently. The company also provides audio creation and distribution solutions to writers, bloggers, and businesses. The company was founded in 2016 and is based in Bangalore, India.
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Resemble.ai
United StatesFounding Year: 2019Total Funding: $2Mhttps://www.resemble.ai/Resemble AI creates custom voices using proprietary deep learning models that can produce realistic speech synthesis.
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Murf.ai
United StatesFounding Year: 2020Total Funding: $11.5Mhttps://murf.ai/Murf AI offers a digital platform providing voice-over services for text and scripts through artificial intelligence technology. It helps users create voice overs without the need for any recording equipment. The company products includes text to speech, transcription, voice cloning, voice over video, voice over Google Slides, voice changer. The company was founded in 2020 and is based in Salt Lake City, Utah.
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Neosapience
South KoreaFounding Year: 2017Total Funding: $26.69Mhttps://neosapience.com/Neosapience is a developer of artificial intelligence-enabled technologies that enable machines to speak in a more human-like manner, featuring a greater emotional range and more personality. The company's products include TypeCast, a web service to convert text contents to audio. The company was founded in 2017 and is based in Gangnam-gu, South Korea.
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Descript
United StatesFounding Year: 2017Total Funding: $100Mhttps://www.descript.com/Descript offers an audio and video editing platform for new media creators. The platform enables users to edit audio by editing text instead of waveforms by transcribing through both automation and human-powered. Its platform also enables users to move the audio around by editing the transcript and has use cases in areas such as business, education, and creativity. The company was founded in 2017 and is based in San Francisco, California.
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Aflorithmic
United KingdomFounding Year: 2019Total Funding: $1.3Mhttps://www.aflorithmic.ai/Aflorithmic enables fully automated, scalable audio production by using synthetic media, voice cloning, and audio mastering, to then deliver it on any device, such as websites, mobile apps or smart speakers.
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Boomy
United StatesFounding Year: 2018Total Funding: $1.1Mhttps://boomy.com/Boomy uses music automation technology powered by artificial intelligence, for users to create and save original songs in seconds for free. The created songs can be distributed and used throughout major streaming services such as Spotify, Apple Music, TikTok, and YouTube and creators can earn a share of the royalties. The company was founded in 2018 and is based in Berkeley, California.
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Coqui
GermanyFounding Year: 2021https://coqui.ai/Coqui is a platform that provides open speech tech for its users.
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https://podcast.ai/

Podcast.ai
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Image
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Facet
United StatesTotal Funding: $13Mhttps://facet.ai/Facet is an AI-native, API-first image editor for professionals and teams. It is based in California, U.S
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https://imagen.research.google/

imagen
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Mage.space
United StatesFounding Year: 2019https://www.mage.space/Mage.space is a multimedia website that offers free & unlimited, access to Stable Diffusion. The company was founded in 2019 and is based in New York, New York.
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Hypotenuse AI
SingaporeFounding Year: 2020Total Funding: $0.13Mhttps://www.hypotenuse.ai/Hypotenuse allows companies to automatically generate product descriptions for eCommerce websites.
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Nyx.gallery
United StatesFounding Year: 2022Total Funding: $0.02Mhttps://nyx.gallery/Nyx.gallery is an online collection of AI-generated images. The company was founded in 2022 and is based in Princeton, New Jersey.
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https://www.krea.ai/

Krea
SwedenKrea has developed a service that collects financing offers from most lenders in Sweden and makes it easy to choose the right one.
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PhotoRoom
FranceFounding Year: 2019Total Funding: $20.33Mhttps://www.photoroom.com/PhotoRoom is a photography application that replaces backgrounds with different images. It offers features including white background, blur background, magic retouch, AI background generator, and more. The company was founded in 2019 and is based in Paris, France.
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https://www.artbreeder.com/

Artbreeder
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Craiyon
United StatesFounding Year: 2022https://www.craiyon.com/Craiyon is an AI image generator that can draw images from any text prompt. Craiyon was formerly known as DALL-E mini. The company was founded in 2022 and is based in Houston, Texas.
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https://playgroundai.com/

Playground
United StatesPlayground is a free art generator web app that allows users to make AI generated images. The company is based in San Francisco, California.
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https://www.pixelvibe.com/

PixelVibe
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Lets Enhance.io
United StatesFounding Year: 2017Total Funding: $3.12Mhttps://letsenhance.io/Let's Enhance is a machine-learning solution for visual content. It offers neural networks to automatically remove noise from JPEGs, upscale 4x, and add missing details to make images look natural.
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Blend
IndiaFounding Year: 2021Total Funding: $1Mhttps://www.blendnow.com/Blend is an AI-driven graphic design and marketing app that works with entrepreneurs to create professional product visuals, descriptions, and social graphics.
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https://waifulabs.com/

Waifu Labs
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Stability.ai
United KingdomFounding Year: 2019Total Funding: $101Mhttps://stability.ai/Stability AI develops open AI models for image, language, audio, video, 3D, and biology. It is the developer of Stable Diffusion, a powerful, free and open-source text-to-image generator. It was founded in 2019 and is based in London, U.K.
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Windsor
United StatesTotal Funding: $0.15Mhttps://www.windsor.io/Windsor is building a platform that connects a company's separate application data services.
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Lexica
United StatesFounding Year: 2022https://lexica.art/Lexica is a stable diffusion search engine. It offers search for artificial intelligence (AI) generated images and prompts. It was founded in 2022 and is based in San Francisco, California.
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https://prisma-ai.com/

Prisma Labs
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Topaz Labs
United StatesFounding Year: 2006https://www.topazlabs.com/Topaz Labs develops plugins and standalone software for professional photo editing. Each Topaz Labs plugin is designed and optimized for a specific purpose. All provide advanced functionalities and deliver natural-looking results. Topaz Labs plugins are built for professional photographers, and high-quality images are their priority.
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https://www.getalpaca.io/

Alpaca
United Statesalpaca is a photoshop plugin that combines AI image generation power with human skill. The company is based in California, United States.
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https://midjourney.com/home/?callbackUrl=%2Fapp%2F

Midjourney
United StatesMidjourney is an independent research lab. It produces a proprietary artificial intelligence program that creates images from textual descriptions. It is based in San Francisco, California.
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Video Editing
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Descript
United StatesFounding Year: 2017Total Funding: $100Mhttps://www.descript.com/Descript offers an audio and video editing platform for new media creators. The platform enables users to edit audio by editing text instead of waveforms by transcribing through both automation and human-powered. Its platform also enables users to move the audio around by editing the transcript and has use cases in areas such as business, education, and creativity. The company was founded in 2017 and is based in San Francisco, California.
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Runway
United StatesFounding Year: 2018Total Funding: $95.5Mhttps://runwayml.com/Runway is a machine-learning tool for creators. Its tool offers machine learning models, integration with other applications, and data training functions used for motion capture, image synthesis, and object recognition. The company was founded in 2018 and is based in Brooklyn, New York.
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Video Generation
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D-ID
IsraelFounding Year: 2017Total Funding: $42.62Mhttps://www.d-id.com/D-ID's proprietary facial reenactment technology enables the creation of video footage, using any "driver" video to guide the movements, expressions, and speech of the target actor or still photo subject.
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Wombo.ai
CanadaTotal Funding: $6Mhttps://www.wombo.ai/Wombo is an AI-powered lip-sync app. Take a selfie, pick a song, and let WOMBO work its magic. Available for early access.
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Metaphysic
United KingdomFounding Year: 2021Total Funding: $7.5Mhttps://metaphysic.ai/Metaphysic builds technology and AI models that aim to create realistic and natural representations of faces, without looking cartoonish or uncanny. The company was founded in 2021 and is based in London, England.
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https://typecast.ai/

Typecast
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Colossyan
GermanyFounding Year: 2020Total Funding: $1.4Mhttps://www.colossyan.com/Colossyan is a technology company that aims to create personalized videos and software for marketing, sales and customer success.
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Hour One
IsraelFounding Year: 2019Total Funding: $25Mhttps://hourone.ai/Hour One is a synthetic video creation platform powered by AI. It was founded in 2019 and is based in Tel Aviv, Israel.
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Yepic.ai
United KingdomFounding Year: 2019https://www.yepic.ai/Yepic AI develops a text to video solution that will help businesses onboard, educate and engage their customers, staff, and partners without filming anything.
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Pictory
United StatesFounding Year: 2019Total Funding: $2.1Mhttps://pictory.ai/Pictory is the AI that helps produce a month of short social video posts from long-form content such as blogs, webinars in minutes.
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Soul Machines
United StatesFounding Year: 2016Total Funding: $119.5Mhttps://www.soulmachines.com/Soul Machines is a developer of intelligent, emotionally responsive avatars that augment and enrich the user experience for Artificial Intelligence (AI) platforms.
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Deepbrain AI
South KoreaFounding Year: 2016Total Funding: $55.76Mhttps://www.deepbrain.io/DeepBrain AI provides real-time video synthesis solutions in the form of both conversational and non-conversational 'AI Human', applicable to various customer-facing and presenter-led industries. For a customer-facing environment, DeepBrain AI aims to humanize its digital customer service and bridge the gap between them and its customers and increase engagement. As for the presenter-led environments, such as broadcasting and media companies, DeepBrain AI provides a non-conversational AI Human SaaS platform, which makes it easy to produce synthetic videos without the need to rent a studio. The company was founded in 2016 and is based in Seoul, South Korea.
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Rephrase.ai
IndiaFounding Year: 2019Total Funding: $13.92Mhttps://www.rephrase.ai/Rephrase.ai creates videos with text as inputs, using artificial intelligence (AI). It offers generative AI, facial mapping, audio cloning, and video creation for personal messaging campaigns. It uses cloning avatars of celebrities and influencers for brand promotions. The company was founded in 2019 and is based in Bangalore, India.
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EmbodyMe
JapanFounding Year: 2016Total Funding: $4.67Mhttps://embodyme.com/EmbodyMe is the developer of Xpression, a VR app & social network platform that creates an avatar for a user from just one headshot. Then, through the use of a head-mounted display, it allows users to communicate over the internet as if they were actually talking to each other in the real world.
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https://vidyo.ai/

Vidyo.ai
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https://hey.reface.ai/

Reface
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https://www.movio.la/

Movio
United StatesMovio.la is an AI video generator that can help one to take marketing text and turn it into a spokesperson video. It provides 80+ AI avatars covering different ethnicities, ages, and poses. It makes professional spokesperson videos for corporate training, marketing, e-learning, and more. It is based in San Francisco, California.
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Tavus
United StatesFounding Year: 2020Total Funding: $0.13Mhttps://www.tavus.io/Tavus offers hyper-personalized AI recording that aim to help sales teams' with outreach efforts.
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Synthesia
United KingdomFounding Year: 2017Total Funding: $65.69Mhttps://www.synthesia.io/Synthesia develops video synthesis technology that empowers video production for advertising agencies, marketing campaigns, corporate communications, and e-learning companies. The company was founded in 2017 and is based in London, U.K.
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Fliki
United StatesFounding Year: 2021https://fliki.ai/Fliki offers an online platform and mobile application for audio and video media. Its helps users create videos from scripts or blog posts using realistic artificial intelligence (AI) voices. Fliki was founded in 2021 and is based in Middletown, Delaware.
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Animation & 3D
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Didimo
PortugalFounding Year: 2016Total Funding: $15.68Mhttps://www.didimo.co/Didimo automatically creates 3D virtual characters from a single photo. It creates a lifelike avatar that can speak, move, and represent the user in a 3D world. Platform agnostic and compatible with all 3D environments, the company's technology can be used in games, film, AR, VR, digital marketing and social platforms. The company was founded in 2016 and is based in Leca da Palmeira, Portugal.
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Inworld
United StatesFounding Year: 2021Total Funding: $67.12Mhttps://www.inworld.ai/Inworld AI aims to provide a developer platform to create AI-powered virtual humans for immersive realities, including the metaverse, VR/AR, games, and virtual worlds. It provides the ability for partners and creators to utilize the platform to construct and deploy virtual avatars. The company was founded in 2021 and is based in Mountain View, California.
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Avataar
IndiaFounding Year: 2014https://www.avataar.ai/Avataar is an AI-led technology platform. The platform takes a deep learning approach to scaling commerce through immersive 3D and interactive AR, creating a more efficient and personalized shopping experience that lets shoppers find exactly what they are looking for quickly and easily. The company was founded in 2014 and is based in Bengaluru, India.
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CSM
United StatesFounding Year: 2020https://csm.ai/Common Sense Machines provides APIs, interfaces, and open-source software to translate multi-modal inputs and experiences into a digital simulator for AI training and content creation. The company was founded in 2020 and is based in Cambridge, Massachusetts.
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Luma.ai
United StatesFounding Year: 2021Total Funding: $4.3Mhttps://lumalabs.ai/Luma AI is developing a neural rendering technology that makes it possible to take a small number of photos to generate, shade, and render a photo-realistic 3D model of a product.
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Hypothetic
United StatesFounding Year: 2021Total Funding: $4.51Mhttps://www.hypothetic.art/Hypothetic develops tools and tech through artificial intelligence science and 3D graphics engineering. The company was founded in 2021 and is based in Indio, California.
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DataGrid
JapanFounding Year: 2017Total Funding: $2.78Mhttps://datagrid.co.jp/DataGrid is an IT company that specializes in creative applications of AI, as well as developing or consulting on AI-related systems. The company develops Gene A.I.dols, an AI system capable of smoothly and automatically generating high-resolution, photorealistic Japanese idol faces. Using deep learning based on GANs (generative adversarial networks), the company's AI learns from a database of existing idol images and then generates entirely fictitious yet photorealistic idol faces.
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Mirage
United StatesFounding Year: 2022https://www.mirageml.com/Mirage offers an application that uses text to describe users' commands and AI-powered platform generates 3D meshes and textures. The platform also offers features such as text prompt, API access, style matching, and asset export. The company was founded in 2022 and is based in San Francisco, California.
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Kaedim
United KingdomFounding Year: 2020https://www.kaedim3d.com/Kaedim develops AI-enabled modeling software that rapidly converts 2D images, sketches, and photos into 3D models. The company aims to make digital 3D asset production simpler, faster, and cheaper. The company serves game development studios. Kaedim was founded in 2020 and is based in London, England.
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Anything World
United KingdomFounding Year: 2018Total Funding: $8.27Mhttps://anything.world/Anything World provides a middleware platform that combines artificial intelligence (AI), voice computing, and 3D rendering with layers of behavioral intelligence. It enables users to request and play with any object imaginable. It offers 3D automated rigging and animation, 3D experience development, 3D assets, and more. The company was founded in 2018 and is based in London, U.K.
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Search
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Genei
United KingdomFounding Year: 2019Total Funding: $0.13Mhttps://www.genei.io/Genei offers digital research tools that aim to help users with productivity through custom AI algorithms. The company's platform summarizes articles and analyzes research.
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You
United StatesFounding Year: 2020Total Funding: $45Mhttps://you.com/You.com is a private search engine that summarizes the web for its users. The platform offers increased privacy, extensible apps, and personalized results through preferred sources for consumers. The company was founded in 2020 and is based in Palo Alto, California.
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Metaphor
United StatesFounding Year: 2021Total Funding: $0.13Mhttps://metaphor.systems/Metaphor is developing a search engine by teaching large language models to read and understand the entire web. The firm was founded in 2021 and is based in New York, New York.
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https://www.perplexity.ai/

Perplexity
United StatesPerplexity AI is building search tools using AI.
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Neeva
United StatesFounding Year: 2019Total Funding: $77.5Mhttps://neeva.com/Neeva is a search engine that looks for information on the web as well as personal files like emails and other documents. The company was founded in 2019 and is based in Mountain View, California.
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Mem
United StatesFounding Year: 2019Total Funding: $34.5Mhttps://mem.ai/Mem offers a note taking tool that aims to provide a way to quickly capture and connect information.
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https://www.deepsearchlabs.com/
Deepsearch Labs
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Applications - Industry
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Finance & Insurance
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Planck
United StatesFounding Year: 2016Total Funding: $71Mhttps://planckdata.com/Planck is an automated, AI-powered data platform for commercial insurance. The company connects insurers with up-to-date insights with just a business name and address. Its platform makes managing risk faster and more predictable, resulting in increased, written premium while reducing loss and expense ratios. Global carriers, MGAs, and insurtech companies leverage Planck’s holistic solution for growth strategies, submission prefilling, prioritization and validation, underwriting new business, renewing existing policies, premium auditing, and more. Planck was founded in 2016 and is based in New York, New York.
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Tractable
United KingdomFounding Year: 2014Total Funding: $119.83Mhttps://tractable.ai/Tractable develops artificial intelligence systems for accident and disaster recovery. Its AI solutions process over $2B a year in vehicle repairs and purchases, and have been deployed by insurers across Europe, North America, and Asia, helping households recover from accidents faster.
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https://www.guidewire.com/

Guidewire
United StatesGuidewire Software (NYSE: GWRE) is a provider of software products for Property & Casualty insurers. Guidewire products enable insurers to engage customers, increase market share, and lower operating costs. Guidewire products include Guidewire InsuranceSuite, consisting of Guidewire PolicyCenter, Guidewire ClaimCenter, and Guidewire BillingCenter, which span the core, functional areas in insurance; and Guidewire Live, a cloud-based network connecting peer insurers, core system data, and expert tools.
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Friss
NetherlandsFounding Year: 2006Total Funding: $84.1Mhttps://www.friss.com/Friss uses proprietary analytics software to provide solutions in the fields of fraud, risk, and compliance for the insurance industry. The company offers products such as underwriting insights, risk assessment at underwriting, fraud detection at claims, compliance screening, and investigations at SIU. The company was founded in 2006 and is based in Utrecht, Netherlands.
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AlphaSense
United StatesFounding Year: 2011Total Funding: $497.36Mhttps://www.alpha-sense.com/AlphaSense develops a market intelligence platform. The company's AI-based technology helps professionals make smarter business decisions by delivering insights from an extensive universe of public and private content, including company filings, event transcripts, expert call transcripts, news, trade journals, and equity research. AlphaSense was founded in 2011 and is headquartered in New York, New York.
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Enova
United StatesFounding Year: 2004https://www.enova.com/Enova International (NYSE: ENVA) a technology and analytics company, provides online financial services. The company offers short-term consumer loans; line of credit accounts; installment loans; receivables purchase agreements; CSO programs, including credit-related services, such as arranging loans with independent third-party lenders and assisting in the preparation of loan applications and loan documents; and bank programs comprising technology, loan servicing, unsecured consumer installment loans, and marketing services to the bank, as well as Enova Decisions, analytics as a service that enables companies to make decisions about their customers. The company was founded in 2004 and is based in Chicago, Illinois.
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Envelop Risk
United KingdomFounding Year: 2016Total Funding: $136Mhttps://www.enveloprisk.com/Envelop Risk offers cyber underwriting services to insurance and reinsurance firms by utilizing an artificial intelligence-based simulation model.
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Cowbell
United StatesFounding Year: 2019Total Funding: $124.04Mhttps://cowbell.insure/Cowbell Cyber operates as a cyber risk insurance provider. The company delivers cyber insurance policies customized to the needs and identified risk exposures of each organization. It uses risk signals, artificial intelligence (AI), and technology to provide solutions to agents and brokers. It mainly serves small and medium-sized enterprises (SMEs). It was founded in 2019 and is based in Pleasanton, California.
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Socure
United StatesFounding Year: 2012Total Funding: $648.25Mhttps://www.socure.com/Socure specializes in Day Zero digital identity verification technology. Its predictive analytics platform applies AI and ML techniques with trusted online/offline data intelligence from email, phone, address, IP, device, velocity, and the broader internet to verify identities instantly. The company was founded in 2012 and is based in Incline, Village, Nevada.
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EvolutionIQ
United StatesFounding Year: 2019Total Funding: $29.89Mhttps://evolutioniq.com/EvolutionIQ offers an AI-driven claims guidance platform for insurance carriers in the world. It enables the future of claim handling for complex lines of coverage and offers a deep partnership between skilled professional adjusters. It empowered adjusters to reduce losses and expenses while delivering an enhanced claimant experience. It was formerly known as DeepFraud AI. EvolutionIQ was founded in 2019 and is based in New York, New York.
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Kensho
United StatesFounding Year: 2013Total Funding: $75.5Mhttps://kensho.com/Kensho is empowering financial institutions with technology that brings transparency to markets. Kensho is pioneering real-time statistical computing systems and scalable analytics architectures-the next generation of improvements to the global financial system. Kensho harnesses massively-parallel statistical computing, user-friendly visual interfaces and breakthroughs in unstructured data engineering and predictive analytics to create the next-generation analytics platform for investment professionals. Addressing the most significant challenges surrounding investment analysis on Wall Street today-achieving speed, scale, and automation of previously human-intensive knowledge work-Kensho's intelligent computer systems are capable of answering complex financial questions posed in plain Engli
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Zelros
FranceFounding Year: 2016Total Funding: $15.5Mhttps://www.zelros.com/Zelros uses advanced analytics and machine learning to turn legacy enterprise data - e.g. spreadsheets, data warehouses or documents - into interactive messenger chatbots. With Zelros smart assistants, employees can now access to decision-making data faster, in natural language.
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Zest AI
United StatesFounding Year: 2009Total Funding: $354.5Mhttps://www.zest.ai/Zest AI makes the power of machine learning safe to use in credit underwriting. Zest Automated machine learning allows lenders, including credit unions, to make better decisions and loans, increasing revenue, reducing risk, and automating compliance. The company was founded in 2009 and is based in Los Angeles, California.
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Arturo
United StatesFounding Year: 2018Total Funding: $33.02Mhttps://arturo.ai/Arturo is an artificial intelligence property analytics company that delivers structured data observations and predictions for residential and commercial properties for use in the property and casualty insurance, reinsurance, lending, and securities markets.
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Shift Technology
FranceFounding Year: 2014Total Funding: $319.72Mhttps://www.shift-technology.com/Shift Technology delivers AI-native decision automation and optimization solutions built specifically for the global insurance industry. Addressing several critical processes across the insurance policy lifecycle, the Shift Insurance Suite helps insurers achieve faster, more accurate claims and policy resolutions.
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Upstart
United StatesFounding Year: 2012Total Funding: $642.23Mhttps://www.upstart.com/Upstart (NASDAQ: UPST) is a lending platform that leverages artificial intelligence and machine learning to price credit and automates the borrowing process. In addition to its direct-to-consumer lending platform, Upstart provides technology to banks, credit unions and other partners via a "Software-as-a-Service" offering. The company was founded in 2012 and is based in San Mateo, California.
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Zesty.ai
United StatesFounding Year: 2015Total Funding: $61.97Mhttps://zesty.ai/Zesty.ai is an Artificial Intelligence-enabled building analytics platform for the property insurance industry. Insurers use the company's data insights to underwrite risk more accurately, provide consumers with a digital purchasing experience, and manage home inspections more cost-effectively. Using advancements in computer vision and deep learning, Zesty.ai extracts building characteristics from several different data sources for use in wildfire risk modeling, change detection, marketing, and more. Zesty.ai was formerly known as PowerScout. The company was founded in 2015 and is based in San Francisco, California.
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Cape Analytics
United StatesFounding Year: 2014Total Funding: $75Mhttps://capeanalytics.com/Cape Analytics uses AI and geospatial imagery to provide instant property intelligence for buildings across the United States so insurers can more accurately assess a property's risk and value.
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Taktile
GermanyFounding Year: 2020Total Funding: $24.7Mhttps://www.taktile.com/Taktile offers a platform that connects, augments, and governs data from sources including Enterprise Resource Planning (ERP), customer relationship management (CRM), and events such as customer interactions and transactions. It provides consumer lending, commercial lending, and insurance underwriting solutions. The company was founded in 2020 and is based in Berlin, Germany.
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Symphony AI Sensa
United StatesFounding Year: 2008https://symphonysensa.com/SymphonyAI Sensa provides solutions for anti-money laundering and fraud. It specialises in financial crime and fraud prevention, KYK intelligence and AI Innovation. It innovates in machine learning, big data, machine intelligence, advanced analytics, data science, risk management, stress testing, and fintech.
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Lemonade
United StatesFounding Year: 2015Total Funding: $480Mhttps://www.lemonade.com/Lemonade (NYSE: LMND) provides digital and artificial intelligence based platform for various insurances and for settling claims and paying premiums. The platform ensures transparency in issuing policies and settling disputes. Its products include Life insurance, Car insurance, Renter's insurance, Homeowner's insurance, Pet insurance, and The Lemonade Giveback. The company was founded in 2015 and is based in New York, New York.
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Healthcare
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Vara
GermanyFounding Year: 2018Total Funding: $11.5Mhttps://www.vara.ai/Vara designs affordable diagnostic products that utilize machine-learning workflows. It provides remote mammography reading services for those lacking the service of a radiologist. Vara also develops a platform for breast cancer screening. Vara was formerly known as Merantix Healthcare. The company was founded in 2018 and is based in Berlin, Germany.
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Pager
United StatesFounding Year: 2014Total Funding: $132.6Mhttps://pager.com/Pager helps consumers access, navigate, and coordinate their healthcare by instantly connecting them with their care team in a collaboration hub. Through a combination of AI-enabled communication technology and end-to-end care services, Pager delivers a personalized, seamless, and trusted care experience for consumers, empowering proactive engagement and smarter decision making. Pager partners with healthcare organizations to deliver its solution across their digital experiences to elevate the role they play in consumers' lives.
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Akasa
United StatesFounding Year: 2018Total Funding: $85Mhttps://akasa.com/AKASA uses machine learning to provide health systems with a single solution for automating revenue cycle operations. AKASA’s expert-in-the-loop approach, Unified Automation, combines machine-learning with human judgment and subject matter expertise to provide robust and resilient automation. Unified Automation adapts to the highly dynamic nature of revenue cycle operations and is purpose-built for healthcare.
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Rad AI
United StatesFounding Year: 2018Total Funding: $29.25Mhttps://www.radai.com/Rad AI uses machine learning to automate repetitive tasks for radiologists. The company’s first product automatically generates the impression section of radiology reports, customized specifically to the preferred language of each radiologist.
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AiCure
United StatesFounding Year: 2010Total Funding: $60.34Mhttps://aicure.com/AiCure is an AI and advanced data analytics company targeting the health care industry. AiCure uses AI to see, hear and understand how people respond to treatment across clinical trials and patient care. Clinically proven to accurately measure and modify patient behavior, AiCure’s technologies keep patients engaged and optimized to treatment, as well as assess treatment effectiveness.
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Regard
United StatesFounding Year: 2016Total Funding: $20.78Mhttps://withregard.com/Regard uses AI to automate physician documentation, allowing physicians to spend more time with patients and optimize reimbursements. The company serves clients operating in the healthcare sector. Regard was formerly known as HealthTensor. It was founded in 2016 and is based in Los Angeles, California.
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Deepscribe
United StatesFounding Year: 2017Total Funding: $40.2Mhttps://www.deepscribe.ai/DeepScribe is an AI-powered scribe that captures the natural conversation between clinician and patient and automatically writes medical documentation. Using ambient AI, machine learning, and rules-based natural language processing, DeepScribe extracts medical information without dictation or vocal prompting, allowing clinicians to focus on face-to-face care instead of note-taking. The founders are Akilesh Bapu and Matthew Ko. The company was founded in 2017 and is based in San Francisco, California.
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Olive
United StatesFounding Year: 2012Total Funding: $858.8Mhttps://oliveai.com/Olive is a healthcare-specific artificial intelligence and process automation company that empowers healthcare organizations to improve efficiency and patient care while reducing costly administrative errors. Its eponymous AI solution, Olive, acts as the intelligent router between systems and data by automating repetitive, high-volume tasks and workflows, providing true interoperability. Olive has helped healthcare organizations reduce data and billing errors, eliminate denials for no coverage, improve cash collections by reducing days in A/R, and more. The company was formerly known as CrossChx, and changed its name to Olive. The company was founded in 2012 and is based in Columbus, Ohio.
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LeanTaas
United StatesFounding Year: 2010Total Funding: $224.44Mhttps://leantaas.com/LeanTaaS provides software solutions that combine lean principles, predictive analytics, and machine learning for core operational processes in hospital and infusion center operations. LeanTaaS increases patient access, decreases wait times, improves staff satisfaction, reduces healthcare delivery costs, and improves operational performance. The company was founded in 2010 and is based in Santa Clara, California.
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Populi
United StatesFounding Year: 2007https://populi.ai/Populi is a web-based college management software that offers SIS, LMS, finance package, and bookstore all in one bundle. The company was founded in 2007 and is based in Moscow, Idaho.
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Briya
IsraelTotal Funding: $5.5Mhttps://briya.com/Briya is a data partnership network designed to accelerate medical innovation. It offers a blockchain-powered healthcare data exchange network. The company is based in Tel Aviv, Israel.
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Clarify
United StatesFounding Year: 2015Total Funding: $389.94Mhttps://clarifyhealth.com/Clarify Health collects records of rendered healthcare in the United States for the purpose of providing more granular and precise analytics to healthcare organizations, spanning from providers to payers and life sciences. Clarify's software solutions are fueled by a patient-level data set and incorporate clinical, claim, prescription, lab and socio-behavioral determinants of health data. Its analytics platform is powered by a technology stack inspired by those used in banking and logistics and provides doctors and insurers greater visibility into cost, quality, referrals, utilization, and member risk. The company is also helping life sciences organizations analyze and integrate rich data to determine the optimal sites and designs for clinical trials as well as accelerate clinical developm
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Science IO
United StatesTotal Funding: $8.1Mhttps://www.science.io/ScienceIO develops a biomedical information platform to accelerate therapeutic and clinical workflows. The company is developing a platform to facilitate modern drug discovery, development, and patient care.
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Human DX
United StatesFounding Year: 2012Total Funding: $2.8Mhttps://www.humandx.org/Human Dx is a stealth, global medical project focused on building the future of medicine.
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Imagen
United StatesFounding Year: 2015Total Funding: $109.32Mhttps://imagen.ai/Imagen is building a world without diagnostic errors. The company is beginning by applying the latest advances in computer vision and machine learning to medical imaging. Imagen Technologies is putting leading medical expertise in the hands of healthcare providers everywhere.
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Syllable.ai
United StatesFounding Year: 2016Total Funding: $81.21Mhttps://syllable.ai/Syllable enables engaging, conversational experiences on a website or mobile app using artificial intelligence. The AI automates answering patient inquiries, educating patients about services, and physician referrals, collecting data through forms, and scheduling appointments. It was founded in 2016 and is based in Sunnyvale, California.
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Sonio
FranceFounding Year: 2020Total Funding: $15.86Mhttps://sonio.ai/us/Sonio develops software that guides practitioners during prenatal ultrasound scans for secure prenatal screening. Its products include Sonio Diagnostics which combines a patient’s medical history, genetic and biological data, and ultrasound semiology to assist physicians on the path to the right diagnosis and Sonio Screening which assists sonographers during prenatal screening scans. The company was founded in 2020 and is based in Paris, France.
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Flatiron
United StatesFounding Year: 2012Total Funding: $313Mhttps://flatiron.com/Flatiron Health is a health care technology company and operator of the OncologyCloud platform. Integrating across the entire clinical data spectrum, Flatiron Health allows cancer care providers and life science companies to gain business and clinical intelligence through its web-based platform. It is based in New York, New York.
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Abacus Insights
United StatesFounding Year: 2017Total Funding: $75.7Mhttps://abacusinsights.com/Abacus Insights helps healthcare companies take data from unstandardized formats and bring it together for data science uses. The company was founded in 2017 and is based in Boston, Massachusetts.
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Nabla
FranceFounding Year: 2018Total Funding: $20.26Mhttps://www.nabla.comNabla develops a machine learning-powered care platform that allows healthcare firms to build engaging relationships with their patients and improve their health outcomes. Nabla gives doctors the tools they need to provide personalized care and empowers patients in their own care journey. Nabla was founded in 2018 and is based in Paris, France.
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Human Longevity
United StatesFounding Year: 2013Total Funding: $336.92Mhttps://humanlongevity.com/Human Longevity is building a comprehensive database of human genotypes and phenotypes as a basis for a variety of commercialization opportunities to help solve aging-related disease and human biological decline. The company is developing and applying large-scale computing and machine learning to make discoveries from this data to generate personalized health insights. Its goal is to extend healthy human life by impacting human health and transforming the practice of medicine. Human Longevity was founded in 2013 and is based in San Diego, California.
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Viz.ai
United StatesFounding Year: 2016Total Funding: $249.55Mhttps://www.viz.ai/Viz.ai aims to use artificial intelligence and deep learning to automatically identify suspected LVOs (large vessel occlusion) on CTA imaging with the aim of alerting a patient's physician within minutes. The company was founded in 2016 and is based in San Francisco, California.
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Fathom
United StatesFounding Year: 2017Total Funding: $60.9Mhttps://www.fathomhealth.com/Fathom operates a medical coding automation platform. Its platform uses deep learning to read, structure, and understand electronic health records. The company was founded in 2017 and is based in San Francisco, California.
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Abridge
United StatesFounding Year: 2018Total Funding: $27.5Mhttps://www.abridge.com/Abridge develops a fully integrated suite of AI-backed products for healthcare conversations. The company helps with everything downstream of a conversation, whether it is audio capture, transcription, summarization, EHR integration, or risk management. Its standalone and integrated solutions enable better care delivery experiences for clinicians, patients, hospitals systems, payers, telehealth companies, care management & coordination organizations, and more. Abridge was founded in 2018 and is based in Pittsburgh, Pennsylvania.
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Biofourmis
United StatesFounding Year: 2015Total Funding: $461.85Mhttps://biofourmis.com/Biofourmis discovers, develops, and delivers clinically-validated, software-based therapeutics. Biofourmis has built Biovitals, a personalized, AI-powered health analytics platform that predicts clinical exacerbation in advance of a critical event, which is the backbone of its digital therapeutics product pipeline across multiple therapeutic areas, including heart failure, oncology, acute coronary syndrome, COPD, and chronic pain. It serves clients operating in the healthcare sector. The company was founded in 2015 and is based in Boston, Massachusetts.
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Anomaly
United StatesFounding Year: 2020Total Funding: $17Mhttps://www.findanomaly.com/Anomaly provides technology that helps reduce unnecessary costs by identifying and preventing inaccurate healthcare payments.
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PathAI
United StatesFounding Year: 2016Total Funding: $255Mhttps://www.pathai.com/PathAI provides AI-powered research tools and services for pathology. PathAI's platform promises substantial improvements to the accuracy of diagnosis and the efficacy of treatment of diseases like cancer, leveraging modern approaches in machine and deep learning. PathAI was founded in 2016 and is based in Boston, Massachusetts.
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Aidoc
IsraelFounding Year: 2016Total Funding: $233.6Mhttps://www.aidoc.com/Aidoc finds and flags critical findings in medical images. By automatically prioritizing urgent, life-threatening conditions like intracranial hemorrhage and pulmonary embolism, Aidoc saves lives, improves patient care and cuts waiting time for the must urgent patients down to only a few minutes. The always-on AI integrates into a radiologist's workflow, reprioritizing cases without forcing radiologists to change the way they work. Aidoc was founded in 2016 and is based in Tel Aviv, Israel.
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Arterys
United StatesFounding Year: 2011Total Funding: $70Mhttps://www.arterys.com/Arterys provides automated, intelligent cloud-based software that uses real-world clinical data to make imaging more accurate and data driven. Arterys develops 4D Flow technology, which generates precise measurements of blood flow noninvasively and non-radiatively anywhere in the body, and enables physicians to visualize and analyze blood flow inside the heart in 3D with automatic, interactive reporting.
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Iterative Health
United StatesFounding Year: 2017Total Funding: $185.2Mhttps://iterative.health/Iterative Health uses artificial intelligence-based precision medicine in Gastroenterology (GI), with the aim of helping to optimize clinical trials investigating the treatment of Inflammatory Bowel Disease (IBD). It offers advanced machine learning and computer vision to interpret endoscopic images along with other types of data, helping clinicians better assess patients with potential GI problems. The company was formerly known as Iterative Scopes, Inc and changed its name to Iterative Health, Inc. It was founded in 2017 and is based in Cambridge, Massachusetts.
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Quibim
SpainFounding Year: 2012Total Funding: $9.83Mhttps://quibim.com/Quibim, a company with its headquarters in Valencia, Spain, provides a whole-body medical imaging analysis. Quibim products are used worldwide by a huge diversity of research and care teams. Partners use Quibim Precision, a CE-marked whole-body imaging ecosystem, for a wide range of applications from detecting a disease to tracking the efficacy of treatments. Quibim follows an AI-first approach to help detect pathologies across every body part and imaging modality, using quantitative imaging biomarkers.
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Spring Health
United StatesFounding Year: 2016Total Funding: $296.2Mhttps://springhealth.com/Spring Health provides mental health benefits for employers. Spring Health combines a digital platform with a vetted provider network, resulting in 2X higher recovery rates, shorter recovery times, and lower healthcare costs.
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SigTuple
IndiaFounding Year: 2015Total Funding: $42.52Mhttps://sigtuple.com/SigTuple combines artificial intelligence, robotics and data science to build smart screening solutions, to make healthcare accurate, accessible and affordable. SigTuple is building a healthier India with quality healthcare, delivered by empowered providers, to ensure standardization and scalability of cutting-edge innovations in healthcare delivery.
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Babylon
United KingdomFounding Year: 2013Total Funding: $735Mhttps://www.babylonhealth.com/en-usBabylon Health (NYSE: BBLN) develops Babylon, a digital healthcare application that enables users to talk to a doctor or GP within minutes and get medical advice via video consultations, phone calls, or text messages. The company was founded in 2013 and is based in London, U.K.
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Enlitic
United StatesFounding Year: 2014Total Funding: $55Mhttps://enlitic.com/Enlitic develops a diagnosis system that uses deep learning to analyze medical data in order to enable quick and more accurate detection of diseases that can be identified through medical images such as X-rays and CT scans.
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Syapse
United StatesFounding Year: 2008Total Funding: $204.5Mhttps://syapse.com/Syapse develops software for aggregating and structuring biomedical data. It combines data intelligence, insight analytics and applied experience through healthcare organizations looking to transform patients’ lives using real-world evidence. The company was founded in 2008 and is based in San Francisco, California.
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Tempus
United StatesFounding Year: 2015Total Funding: $1345Mhttps://www.tempus.com/Tempus builds a library of molecular and clinical data as well as a corresponding operating system for data accessibility and use. The company enables physicians to deliver personalized cancer care for patients through its interactive analytical and machine-learning platform. It provides genomic sequencing services and molecular and therapeutic data analysis to empower physicians to make real-time, data-driven decisions. It serves clients in the healthcare sector. The company was founded in 2015 and is based in Chicago, Illinois.
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Caption Health
United StatesFounding Year: 2013Total Funding: $75.33Mhttps://captionhealth.com/Caption Health has developed an AI platform that enables heart ultrasound access for early disease detection. Its Caption Care services offers health providers, payers, and value-based care organizations convenient and cost-effective echocardiograms for their members, leveraging its Caption Atlas technology platform. It was formerly known as Bay Labs. Caption Health was founded in 2013 and is based in San Mateo, California. In February 2023, Caption Health was acquired by GE HealthCare. The terms of the transaction were not disclosed.
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Innovaccer
United StatesFounding Year: 2014Total Funding: $375.68Mhttps://innovaccer.com/Innovaccer is a healthcare technology company developing a data activation platform that develops a patient-centered, connected care delivery continuum. Its smart platform creates a unified patient record for the healthcare providers and payer-use to enable collaborative care delivery. The platform includes a proprietary integration and analysis engine to clean and aggregate healthcare data from sources, including electronic health records (EHRs), claims, pharmacies, hospitals, and labs. The company was founded in 2014 and is based in San Francisco, California.
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Cleerly
United StatesFounding Year: 2017Total Funding: $266.55Mhttps://cleerlyhealth.com/Cleerly is a healthcare company that uses AI-powered imaging to analyze heart scans and whose mission is to create digital care pathways to prevent heart attacks. The company integrates clinical science with AI in order to offer clinical insights to every stakeholder in the heart care pathway. Through these data-driven solutions, it aims to provide a comprehensive solution for cardiovascular disease evaluation that offers great value to the healthcare system and improves heart health for patients at risk of heart attacks. The company was founded in 2017 and is based in New York, New York.
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Komodo Health
United StatesFounding Year: 2014Total Funding: $515Mhttps://www.komodohealth.com/Komodo Health operates a healthcare insights platform that brings transparency and market intelligence to healthcare and life sciences. Its platform use tools and brings together data across enterprises, public domain, and proprietary sources, enabling healthcare and life science industries. The company was founded in 2014 and is based in San Francisco, California.
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Grail
United StatesFounding Year: 2016Total Funding: $2004.66Mhttps://grail.com/GRAIL is a healthcare company that focuses on developing technologies for early cancer detection. Its product includes Galleri which provides multi-cancer early detection tests. The company was formerly known as PSC15. GRAIL was founded in 2016 and is based in Menlo Park, California. In August 2021, GRAIL was acquired by Illumina at a valuation of $8B.
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Ezra
United StatesFounding Year: 2018Total Funding: $22Mhttps://ezra.com/Ezra provides early cancer detection for everyone by combining advanced medical imaging technology and Artificial Intelligence.
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Life Sciences
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Insilico Medicine
Hong KongFounding Year: 2014Total Funding: $402Mhttps://insilico.com/Insilico Medicine develops a range of Generative Adversarial Networks (GANs) and reinforcement learning approaches to identify protein targets, generate molecular structures with specified properties, and generate synthetic data. The company provides pharmaceutical and biotechnology companies with artificial intelligence solutions for research and development. It was founded in 2014 and is based in Hong Kong.
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Verana Health
United StatesFounding Year: 2017Total Funding: $287.8Mhttps://www.veranahealth.com/Verana Health assembles clinical databases in medicine to empower physicians and accelerate research for patients. The databases produce drug lifecycle and medical practice insights.
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Verily
United StatesFounding Year: 2015Total Funding: $3500Mhttps://verily.com/Verily Life Sciences develops tools and devices to collect, organize and activate health data, and creates interventions to prevent and manage the disease. It partners with leading life sciences, medical devices, and government organizations, using deep hardware, software, scientific, and healthcare expertise to enable faster development, meaningful advances, and deployment at scale. The company was founded in 2015 and is based in South San Francisco, California.
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Freenome
United StatesFounding Year: 2014Total Funding: $1099.05Mhttps://www.freenome.com/Freenome is an AI genomics biotechnology company in South San Francisco, California. By using a blood test, Freenome can help detect and treat cancer quickly and efficiently.
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Sophia Genetics
SwitzerlandFounding Year: 2011Total Funding: $250.82Mhttps://www.sophiagenetics.com/SOPHiA Genetics (NASDAQ:SOPH) is a health tech company which focuses on data-driven medicine as the standard of care and for life sciences research. It develops a cloud-based SaaS platform capable of analyzing data and generating insights from complex multimodal data sets. It develops SOPHiA AI, an advanced technology which analyzes and detects all types of genomic variants to help clinicians better diagnose and treat their patients. The company was founded in 2011 and is based in Saint Sulpice, Switzerland.
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DNAnexus
United StatesFounding Year: 2009Total Funding: $472.55Mhttps://www.dnanexus.com/DNAnexus, a multiomics platform, is creating scalable and collaborative data technologies to unlock the potential of DNA-based medicine and biotechnology. The company has created a cloud-based DNA data management and biomedical data analysis platform that provides instant online genomics data centers for researchers and sequencing service providers alike.
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ArsenalBio
United StatesFounding Year: 2018Total Funding: $305Mhttps://www.arsenalbio.com/ArsenalBio builds a programmable cell therapy solution to create effective and accessible immune cell therapies to impact outcomes for a much broader number of patients, initially those with cancer. ArsenalBio is focused on integrating technologies such as CRISPR-based genome engineering, scaled and high throughput target identification, synthetic biology, and machine learning to advance a new paradigm to discover and develop immune cell therapies. The company was founded in 2018 and is based in South San Francisco, California.
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Nimbus Therapeutics
United StatesFounding Year: 2009Total Funding: $427Mhttps://www.nimbustx.com/Nimbus Therapeutics, formerly Nimbus Discovery, is a drug development company that focuses on metabolic diseases, cancer, and immune-inflammatory disorders. It combines computational technologies and machine learning-based predictive modeling approaches to progress small molecules through discovery and development. Its advanced programs include ACC, IRAK4, and Tyk2. The company was founded in 2009 and is based in Cambridge, Massachusetts.
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BenevolentAI
United KingdomFounding Year: 2013Total Funding: $345.55Mhttps://www.benevolent.com/BenevolentAI (AMS: BAI) creates and applies AI and machine learning to update the way medicines are discovered and developed. Benevolent integrates its technology into every step of the drug discovery process, from hypothesis generation to late-stage clinical development. The company was founded in 2013 and is based in London, England.
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Deep Genomics
CanadaFounding Year: 2014Total Funding: $227.47Mhttps://www.deepgenomics.com/Deep Genomics develops individualized genetic medicines by creating AI systems that are used to accelerate all steps of drug discovery and development, including target discovery, lead optimization, toxicity assessment, and trial design.
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Moderna
United StatesFounding Year: 2010Total Funding: $1960.83Mhttps://www.modernatx.com/en-US?Moderna Therapeutics (NASDAQ: MRNA) is a biotechnology company that is focused on drug discovery and drug development based on messenger RNA. It creates synthetic mRNA that can be injected into patients to help them create their own therapies. The company was founded in 2010 and is based in Cambridge, Massachusetts.
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Schrodinger
United StatesFounding Year: 1990Total Funding: $162Mhttps://www.schrodinger.com/Schrodinger provides advanced molecular simulations and enterprise software solutions and services for life sciences and materials research. Schrodinger also establishes partnerships and collaborations with companies in such fields as biotechnology, pharmaceuticals, chemicals, and electronics, and helped found the biotech company Nimbus Therapeutics.
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23andMe
United StatesFounding Year: 2006Total Funding: $877.69Mhttps://www.23andme.com/23andMe is a personal genetics company dedicated to helping individuals understand genetic information through DNA analysis technologies and web-based interactive tools. The company's Personal Genome Service enables individuals to gain deeper insights into ancestry and inherited traits. The vision for 23andMe is to personalize healthcare by making and supporting meaningful discoveries through genetic research.
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Exscientia
United KingdomFounding Year: 2012Total Funding: $673.7Mhttps://www.exscientia.ai/Exscientia (NASDAQ: EXAI) is an AI-driven, drug discovery, and design enterprise. Exscientia aims to use AI to discover and design better quality drugs with greater efficiency.
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Owkin
United StatesFounding Year: 2016Total Funding: $334.1Mhttps://owkin.com/Owkin specializes in AI technologies applied to clinical research with the aim of developing better drugs and treatments for patients. The company's purpose is to empower researchers in hospitals, universities and the biopharma industry to i) understand why drug efficacy varies from patient to patient, ii) improve the drug development process and iii) to help identify key drugs and treatments for each individual patient to improve patient outcomes. The company's precision medicine platform aims to enable medical insights for drug discovery and development by connecting life sciences firms with academic researchers and hospitals. The Owkin platform aims to enable partners to uncover siloed datasets while maintaining patient privacy and securing proprietary data using Federated Learning and
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Color
United StatesFounding Year: 2013Total Funding: $496.04Mhttps://www.color.com/Color democratizes access to genetic information. The Color Test is physician-ordered and comes with complimentary board-certified genetic counseling for clients and healthcare providers. The 30-gene Color Test analyzes genes closely associated with some of the most common hereditary cancers: breast, colorectal, melanoma, ovarian, pancreatic, prostate, stomach, and uterine cancers.
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Recursion
United StatesFounding Year: 2013Total Funding: $509.79Mhttps://www.recursion.com/Recursion (NASDAQ: RXRX) is a clinical-stage biotechnology company combining experimental biology and automation with artificial intelligence in a parallel system to efficiently discover potential drugs for diverse indications, including genetic disease, inflammation, immunology, and infectious disease. The company was founded in 2013 and is based in Salt Lake City, Utah.
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Atomwise
United StatesFounding Year: 2012Total Funding: $176.42Mhttps://www.atomwise.com/Atomwise uses deep learning neural networks to help discover new medicines. Atomwise achieves results for new drug hit discovery, binding affinity prediction, and toxicity detection. Atomwise predicts drug candidates for pharmaceutical companies, start-ups, and research institutions. It is currently using computational drug design to design drugs against COVID.
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Insitro
United StatesFounding Year: 2018Total Funding: $643Mhttps://insitro.com/insitro is a data-driven drug discovery and development company that leverages machine learning and high-throughput biology to transform the way medicines are created to help patients.
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Benchling
United StatesFounding Year: 2012Total Funding: $412Mhttps://www.benchling.com/Benchling is an informatics platform to accelerate, measure, and forecast R&D from discovery through bioprocessing. The company was founded in 2012 and is based in San Francisco, California.
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Relay Therapeutics
United StatesFounding Year: 2016Total Funding: $520Mhttps://relaytx.com/Relay Therapeutics (NASDAQ: RLAY) combines computational skills with experimental approaches across the fields of structural biology, biophysics, chemistry and biology. The integration of these disparate disciplines, tools, and cultures enables the company to design therapies against validated but previously intractable targets. Its initial discovery programs in cancer have led to the development of highly selective inhibitors of disease-causing proteins in genomically defined patient populations.
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ConcertAI
United StatesFounding Year: 2017Total Funding: $320Mhttps://www.concertai.com/ConcertAI specializes in integrated clinical RWD, AI solutions and outcomes science with a large RWD oncology dataset. ConcertAI develops a medical research tool suite that offers care-based oncology research and data analytics.
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Valo Health
United StatesFounding Year: 2019Total Funding: $400Mhttps://www.valohealth.com/Valo is using cloud computing, as well as longitudinal and human data, to create an entirely new drug discovery and development process.
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Rome Therapeutics
United StatesFounding Year: 2020Total Funding: $127Mhttps://rometx.com/ROME Therapeutics is developing therapies for cancer and autoimmune diseases by harnessing the power of the repeatome - vast stretches of uncharted genetic material that have long been dismissed as "junk DNA". With several drug targets identified and multiple discovery programs underway, ROME is moving to leverage this new frontier in biology. To lead this exploration, ROME has assembled a team of leaders across fields including oncology, immunology, virology, and machine learning.
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iCarbonX
ChinaFounding Year: 2015Total Funding: $199Mhttps://www.icarbonx.com/en/iCarbonX is developing an artificial intelligence platform to facilitate research related to the treatment of diseases, preventive care and precision nutrition. This approach is considered as an essential element to enable the future development of personalized medicine.
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Transportation
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https://www.ghostautonomy.com/

Ghost
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Applied Intuition
United StatesFounding Year: 2017Total Funding: $340Mhttps://www.appliedintuition.com/Applied Intuition provides software infrastructure to safely develop, test, and deploy autonomous vehicles at scale. Applied Intuition's simulation products, such as Simian, Spectral, and Orbis, aim to enable AV companies to test their systems safely, affordably, and at scale in virtual environments. The company's newest product offerings, including Strada, Logstream, and Basis, aim to help engineering teams effectively train AV algorithms with real-world drive data, meet regulatory requirements, and prepare for commercial deployment. It was founded in 2017 and is based in Mountain View, California.
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Tesla
United StatesFounding Year: 2003Total Funding: $278Mhttps://www.tesla.com/Tesla (NASDAQ: TSLA) is an automaker and energy storage company that designs and sells highway-capable electric vehicles. It also sells patented power train components to other automakers, including the battery pack and charger for the electric Smart, built by German carmaker Daimler. Tesla sells its cars both online and via showrooms in major metropolitan areas.
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Motional
United StatesFounding Year: 2019https://motional.com/Motional is an autonomous vehicle company making self-driving vehicles a safe, reliable, and accessible reality. Motional is a joint venture between Hyundai Motor Group, one of the world's largest vehicle manufacturers and Aptiv, a global technology leader in advanced safety, electrification, and vehicle connectivity.
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Magna
CanadaFounding Year: 1957https://www.magna.com/Magna International (NYSE: MGA) is an automotive supplier that designs, develops, and manufactures automotive systems, assemblies, modules, and components, and engineers and assembles complete vehicles, primarily for sale to original equipment manufacturers of cars and light trucks. The company was founded in 1957 and is based in Aurora, Canada.
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G7
ChinaFounding Year: 2006Total Funding: $710Mhttps://www.g7.com.cn/G7 Networks is a logistics big data company providing real-time tracking, analysis, and management of trucking fleets.
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DiDi
Total Funding: $0.7Mhttps://www.didiglobal.com/DiDi Global Inc. offers a wide range of app-based services across markets including Asia-Pacific, Latin America and Africa, including ride hailing, taxi hailing, chauffeur, hitch and other forms of shared mobility as well as auto solutions, food delivery, intra-city freight and financial services.
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Momenta
ChinaFounding Year: 2016Total Funding: $1283Mhttps://www.momenta.cn/Momenta is building the “brain” for autonomous vehicles. The company's deep learning-based software in perception, HD Map, and data-driven path planning enables the realization of full autonomy. Momenta pursue a two-leg strategy of autonomous driving for mass-production passenger vehicles (Mpilot) and full autonomy (MSD) for mobility service vehicles. Momenta focuses on partnering with existing automakers to use their vehicles as platforms for its equipment and software and to tap into their stores of data.
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Cruise
United StatesFounding Year: 2013Total Funding: $11918.8Mhttps://getcruise.com/Cruise Automation makes automated driving technology. Cruise has built a highway autopilot system that installs on existing vehicles. It uses sensors and machine vision technology to keep users in their lane and a safe distance from the car in front of them. The company was founded in 2013 and is based in San Francisco, California. On March 20th, 2022, General Motors acquired a majority stake in Cruise Automation at a valuation between $19B to $30B.
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Aptive
United KingdomFounding Year: 1998https://www.aptiv.com/en/solutions/autonomous-mobilityAptiv, formerly Delphi Automotive, is a global technology company that develops safer, greener, and more connected solutions, which enable the future of mobility. The company was founded in 1980 and is based in Gillingham, U.K.
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Nexar
IsraelFounding Year: 2015Total Funding: $149.5Mhttps://www.getnexar.com/Nexar uses smartphones to create an AI-backed vehicle-to-vehicle network that works to predict and prevent accidents. Per the company, computer vision software aims to alert drivers to help them avoid accidents or receive updates on traffic problems like blocked lanes ahead. The company partners with third-party dashboard-camera makers and then uses deep learning which is run, per the company, on people's smartphones that are connected to their car cameras to recognize objects on the road. The company also aims to allow users to link their Nexar accounts to their insurance providers to speed up the claims process, i.e, sending a video of an accident, along with information like the time, date, and location of the collision. The company was founded in 2015 and is based in Tel Aviv, Israel.
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Nvidia
United StatesFounding Year: 1993Total Funding: $12.6Mhttps://www.nvidia.com/en-us/NVIDIA (NASDAQ: NVDA) is an advanced graphics processing company, with a product family that allows multimedia experiences for the entire desktop computer market from workstations to internet-enabled appliances.
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Waymo
United StatesFounding Year: 2009Total Funding: $5700Mhttps://waymo.com/Waymo is a self-driving technology company with a mission to make it safe and easy for people and things to move around. With the Waymo Driver, the company seeks to improve the world’s mobility while saving thousands of lives.
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Pony.ai
United StatesFounding Year: 2016Total Funding: $1093Mhttps://pony.ai/Pony.ai is a late-stage technology firm that aims to build autonomous driving solutions. Pony.ai's fully self-developed software algorithms and infrastructure enable vehicles to perceive their surroundings, predict what others will do, and maneuver themselves accordingly. The firm primarily serves automotive companies. It was founded in 2016 and is based in Fremont, California.
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Wayve
United KingdomFounding Year: 2017Total Funding: $233.6Mhttps://www.wayve.ai/Wayve develops autonomous driving systems using artificial intelligence and machine learning. It focuses on building a data-driven learned driver that can scale, adapt and generalize its driving intelligence. The company was founded in 2017 and is based in London, U.K.
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Uber
United StatesFounding Year: 2009Total Funding: $15508.74Mhttps://www.uber.com/Uber develops and supports technology applications that enable independent providers of ridesharing, and meal preparation and delivery services to transact with riders and eaters worldwide. Its driver partners provide ridesharing services through a range of vehicles, such as cars, auto rickshaws, motorbikes, minibuses, or taxis, as well as based on the number of riders under the UberBLACK, UberX, UberPOOL, Express POOL Uber Bus names.
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Lumniar
United StatesFounding Year: 2012Total Funding: $143.6Mhttps://www.luminartech.com/Luminar Technologies develops advanced sensor systems for the autonomous vehicle industry.
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Cambridge Mobile Telematics
United StatesFounding Year: 2010Total Funding: $502.5Mhttps://www.cmtelematics.com/Cambridge Mobile Telematics (CMT) offers the DriveWell platform that scores driving performance, incentivizes safer driving, and provides crash notification and claims automation services for insurers, rideshares, and fleets. CMT specializes in mobile usage-based insurance with mobile telematics and analytics through its phone-only and phone+tag programs. The DriveWell platform is used worldwide. The company was founded in 2010 and is based in Cambridge, Massachusetts.
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Mobileye
IsraelFounding Year: 1999Total Funding: $515Mhttps://www.mobileye.com/Mobileye (NASDAQ: MBLY) provides Advanced Driver Assistance Systems (ADAS) for autonomous public transport or goods delivery. It offers mapping technology, road experience management, responsibility-sensitive safety, camera system view, and radar and lidar system view. The company was founded in 1999 and is based in Jerusalem, Israel.
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MayMobility
United StatesFounding Year: 2017Total Funding: $282.62Mhttps://maymobility.com/May Mobility is a technology company focused on delivering safe, self-driving transportation solutions to help reduce congestion, decrease pollution, and create greater economic benefits for urban communities around the world. It was founded in 2017 and is based in Ann Arbor, Michigan.
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https://www.merlinlabs.com/

Merlin Labs
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Kodiak Robotics
United StatesFounding Year: 2018Total Funding: $246.4Mhttps://kodiak.ai/Kodiak Robotics develops autonomous technology that carries freight forward. It offers a technology stack that is purpose-built for long-haul trucks, making the freight industry safer and more efficient. Kodiak's modular hardware approach, SensorPods, integrates sensors into a streamlined sensor-pod structure that optimizes for perception, scalability, and maintainability. The company delivers freight daily for its customers along six routes in Texas and Oklahoma, operating autonomously on the highway portions of the routes. Kodiak Robotics was founded in 2018 and is based in Mountain View, California.
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Nuro
United StatesFounding Year: 2016Total Funding: $2132Mhttps://www.nuro.ai/Nuro is a robotics company transforming local commerce through driverless delivery. The company develops and operates a fleet of self-driving vehicles that deliver local goods of all kinds, from dinner to dry cleaning. Nuro's service helps merchants deliver goods to customers quickly, affordably, and safely.
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Nio
ChinaFounding Year: 2014Total Funding: $2200Mhttps://www.nio.com/NIO (NYSE: NIO) (9866.HK) (SGX: NIO) is a Chinese automobile manufacturer specializing in designing and developing safe electric autonomous vehicles.
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Via
United StatesFounding Year: 2012Total Funding: $807.06Mhttps://ridewithvia.com/Via develops mobility applications. It offers a platform for commuters to book and share a ride. The company was founded in 2012 and is based in New York, New York.
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Agriculture
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Semios
CanadaFounding Year: 2010Total Funding: $211.34Mhttps://semios.com/Semios collects sensory data on every acre in near real-time, helping farmers manage the complex biosystems in orchards to optimize the sustainability and profitability of their crops. Its cloud-based analytics platform ingests highly granular data from over one million IoT sensors in the field, measuring in-canopy microclimate, soil and plant conditions every 10 minutes.
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Taranis
IsraelFounding Year: 2014Total Funding: $99.5Mhttps://www.taranis.com/Taranis, a precision agriculture intelligence platform, helps farmers increase their yields and effectively monitor their fields, make informed decisions and then act on them. The system uses computer vision, data science, and deep learning algorithms to detect early symptoms of weeds, uneven emergence, nutrient deficiencies, disease/insect infestations, water damage, equipment problems and more so that farmers can address issues quickly and understand the impact on yield and cost of production. Taranis was founded in 2014 and is based in Tel Aviv-Yafo, Israel.
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Farmers Business Network
United StatesFounding Year: 2014Total Funding: $739.6Mhttps://www.fbn.com/Farmers Business Network (FBN) allows farmers to anonymously share data about everything from seed performance to chemical pricing, harnessing the power of data science to help farmers make more informed decisions. FBN members receive comprehensive yield benchmarking, real world product performance analysis, and agronomic analytics based on real world data from the FBN community. The FBN Direct farm-commerce platform works with manufacturers to deliver substantially reduced input prices to members. FBN Direct's transparent pricing system has helped farmers realize savings of up to 50 percent on critical inputs.
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John Deere
United StatesFounding Year: 1837https://www.deere.com/en/index.htmlJohn Deere manufactures agricultural, construction, and forestry machinery, diesel engines, drivetrains used in heavy equipment and lawn care equipment. The company supplies replacement parts for its own products and for those of other manufacturers.
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Regrow
United StatesFounding Year: 2016Total Funding: $55.75Mhttps://www.regrow.ag/Regrow operates a digital platform that combines agronomy with soil and carbon modeling. Its platform delivers customized, site-specific, and scalable solutions to businesses across the supply chain. The company was formed after the merger between FluroSat and Dagan. It serves companies operating in the agriculture sector. The company was formerly known as Dagan. It was founded in 2016 and is based in Durham, New Hampshire.
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Bowery Farming
United StatesFounding Year: 2015Total Funding: $630.9Mhttps://boweryfarming.com/Bowery Farming uses robotics, LED lighting, computer vision, sensors, and data analytics to grow leafy greens with no pesticides and very little water indoors.
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BensonHill
United StatesFounding Year: 2012Total Funding: $276.93Mhttps://bensonhill.com/Benson Hill (NYSE: BHIL) is a food technology company. It develops a technology platform that combines data, plant, and food sciences to create food, ingredient, and feed products. It uses machine learning technology to predict which seeds will produce a desired trait. The platform outputs can be deployed in crop plants by using a spectrum of approaches and tools, from breeding to genome editing to transgenics. The company was founded in 2012 and is based in Saint Louis, Missouri.
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Blue River Technology
United StatesFounding Year: 2011Total Funding: $30.75Mhttps://bluerivertechnology.com/Blue River Technology creates and delivers advanced technology for better agriculture. The company's approach utilizes computer vision and robotics to build a future that 'makes every plant count' - where the needs of each plant are precisely measured and instantly responded to, significantly reducing chemical and nutrient use. The company brings substantial experience in precision agriculture, robotics, computer vision and machine learning.
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Iron Ox
United StatesFounding Year: 2015Total Funding: $96.32Mhttps://ironox.com/Iron Ox grows fresh and sustainable produce from robotic greenhouses. Iron Ox grows produce in proprietary greenhouses designed, per the company, to reduce the environmental impact of agriculture using a data-driven approach with robotics and artificial intelligence.
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FarmWise
United StatesFounding Year: 2016Total Funding: $67.54Mhttps://farmwise.io/Farmwise develops artificial intelligence-powered robots for sustainable farming at scale. The company is focused on the development of an autonomous vegetable weeder. It serves clients operating in the agriculture sector. The company was formerly known as Deeplook Technologies. It was founded in 2016 and is based in San Francisco, California.
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Industrial & Logistics
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Cognite
NorwayFounding Year: 2016Total Funding: $233.8Mhttps://www.cognite.com/en/Cognite provides a platform that liberates industrial data from separate, siloed systems and reveals the data in a structured and contextualized manner, presenting a full, virtual view of industrial reality - both past and present - made accessible and actionable for humans and machines. The company creates software for oil and gas, power and utilities, renewable energy, manufacturing and other asset-heavy industries. It was founded in 2016 and is based in Lysaker, Norway.
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Uptake
CanadaFounding Year: 2014Total Funding: $317Mhttps://www.uptake.com/Uptake develops a predictive analytics software that collects and interprets sensor data for clients in mining, rail, energy, aviation, retail, and construction industries. It combines data science, and workflow connectivity to build solutions based on data sets, identify problems, and manage the productivity. The company was founded in 2014 and is based in Mississauga, Canada.
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Schneider Electric
FranceFounding Year: 1836https://www.se.com/us/en/Schneider Electric (OTCMKTS: SBGSY) is a European multinational corporation that specializes in energy management, and automation solutions, spanning hardware, software, and services. It is involved in the digital transformation of energy management and automation in homes, buildings, data centers, infrastructure, and industries. The company was founded in 1836 and is based in Rueil-Malmaison, France.
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Locus Robotics
United StatesFounding Year: 2014Total Funding: $432.82Mhttps://locusrobotics.com/Locus Robotics designs and builds autonomous mobile robots that work collaboratively alongside workers in the logistics and fulfillment industries. Its multi-bot solution incorporates autonomous mobile robots that operate collaboratively with human workers to improve piece‐handling, case-handling, and pallet-moving productivity. The company was founded in 2014 and based in Wilmington, Massachusetts.
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Crisp
United StatesFounding Year: 2018Total Funding: $61.2Mhttps://www.gocrisp.com/Crisp provides a platform that uses data available to create a precise forecast for suppliers, food brands, retailers and distributors in order to optimize profitability and drive production efficiency. The company offers a platform that connects and analyzes retail data across the supply chain. Crisp serves suppliers, distributors, retailers and agencies in the global food industry. The company was formerly known as Motiion and changed it's name to Crisp. Crisp was founded in 2018 and is based in Brooklyn, New York.
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Boston Dynamics
United StatesFounding Year: 1992Total Funding: $84Mhttps://www.bostondynamics.com/Boston Dynamics builds robots for logistic services. It uses computer vision technology, which enables the device to identify boxes easily and without any pre-programming. The bot can also work autonomously through complex situations like disordered stacking configurations and recovering fallen boxes. Boston Dynamics was founded in 1992 and is based in Waltham, Massachusetts. In December 2020, Hyundai Motor Company acquired a majority stake in Boston Dynamics at a valuation of $1.1B.
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Siemens
GermanyFounding Year: 1874https://www.siemens.com/global/en.htmlSiemens (ETS:SIE) is an industrial manufacturing conglomerate whose principal divisions are industry, energy, healthcare, and infrastructure & cities. It offers smart township infrastructure, drive technology, financing, industrial automation, energy product, and others. The company was founded in 1874 and is based in Munich, Germany.
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CloudMinds
ChinaFounding Year: 2015Total Funding: $472.3Mhttps://www.cloudminds.com/enCloudMinds is an artificial intelligence and cloud computing company specializing in cloud-based smart robotics, secure cloud networks, large AI machine learning platforms, and secure smart terminal and robot controller technologies.
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Deepomatic
FranceFounding Year: 2014Total Funding: $20.9Mhttps://deepomatic.com/Deepomatic is an artificial intelligence software editor. It is an image recognition platform designed to build image vision datasets. Its platform automatically monetizes images published by web and mobile media. The company caters to telecommunications, utilities and cross-industry. Deepomatic was founded in 2014 and is based in Paris, France.
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Verkada
United StatesFounding Year: 2016Total Funding: $344.64Mhttps://www.verkada.com/Verkada is a physical security platform used to protect people and assets in a privacy-respecting manner. The company's six product lines - video security cameras, access control, environmental sensors, alarms, visitor management, and mailroom management - provide visibility of building security through an integrated, secure cloud-based platform. The company was founded in 2016 and is based in San Mateo, California.
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Bright Machines
United StatesFounding Year: 2018Total Funding: $382.45Mhttps://www.brightmachines.com/Bright Machines provides software that aims to automate manufacturing operations in factories. The company integrates computer vision, machine learning, 3D simulation, and robotics that help in the flexibility and scalability of manufacturing. It primarily caters to the manufacturing industry. The company was founded in 2018 and is based in San Francisco, California.
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Geek+
ChinaFounding Year: 2015Total Funding: $533.61Mwww.geekplus.comGeek+ applies robotics and AI technologies to streamline operations for warehouses and supply chain management. The firm develops tailored solutions for a wide range of industries, including e-commerce, apparel, retail, logistics, 3PL, pharmaceutical, and manufacturing. It was founded in 2015 and is based in Beijing, Beijing.
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AMP Robotics
United StatesFounding Year: 2015Total Funding: $168.79Mhttps://www.amprobotics.com/AMP Robotics applies AI and automation to increase recycling rates and economically recover recyclables reclaimed as raw materials for the global supply chain. Its AMP Cortex™ high-speed robotics system automates the identification and sorting of recyclables from mixed material streams. The AMP Neuron™ AI platform continuously trains itself by recognizing different colors, textures, shapes, sizes, patterns, and brand labels to identify materials and their recyclability. Neuron then guides robots to pick and place the material to be recycled. AMP Clarity™ provides data and material characterization on what recyclables are captured and missed, helping recycling businesses and producers maximize recovery. With deployments across North America, Asia, and Europe, AMP’s technology recovers recyc
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Outrider AI
United StatesFounding Year: 2017Total Funding: $200.25Mhttps://www.outrider.ai/Outrider provides artificial intelligence (AI) based logistics services. The company develops yard operations for logistics hubs and helps enterprises with safety and efficiency. Outrider was founded in 2017 and is based in Golden, Colorado.
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Path Robotics
United StatesFounding Year: 2014Total Funding: $171Mhttps://www.path-robotics.com/Path Robotics is a Columbus based company that produces autonomous welding robots based on proprietary AI and computer vision algorithms.
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Agile Robots
GermanyFounding Year: 2018Total Funding: $380Mhttps://www.agile-robots.com/Agile Robots researches and develops an intelligent robot system. The core products include a 7-degree-of-freedom lightweight arm, a general-purpose robot controller, and a robot vision system. The company has developed a robotic operating system based on core technologies such as force-controlled robotics, machine vision, motion planning, adaptive crawling, human-machine collaboration, simulation learning, and reinforcement learning. Agile Robots was founded in 2018 and is based in Munich, Germany.
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Stem
United StatesFounding Year: 2009Total Funding: $583.5Mhttps://www.stem.com/Stem combines big data, predictive analytics and energy storage to reduce electric costs for businesses and in aggregate, deliver services to the grid.
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Osaro
United StatesFounding Year: 2015Total Funding: $85Mhttps://osaro.com/Osaro specializes in AI software for industrial automation. Osaro offers integrated perception and control software for industrial scale robotic deployments (ASRS systems, auto manufacturing, food prep, and e-commerce).
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Skydio
United StatesFounding Year: 2014Total Funding: $344Mhttps://www.skydio.com/Skydio manufactures autonomous drones. The company uses AI to create intelligent flying machines that serve a variety of industries including defense, utilities, transportation, public safety, and more. Skydio was founded in 2014 and is based in San Mateo, California.
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Built Robotics
United StatesFounding Year: 2016Total Funding: $112Mhttps://www.builtrobotics.com/Built Robotics’ mission is to build robots that build the world. By upgrading off-the-shelf heavy equipment with AI guidance systems, Built’s technology enables machines to operate fully autonomously. Built’s robots are deployed today across the $1 trillion earthmoving industry and are being used to build critical infrastructures, such as wind farms, gas pipelines, and new housing developments. Built Robotics was founded in 2016 and is based in San Francisco, California.
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Scortex
FranceFounding Year: 2016https://scortex.io/Scortex is a software and hardware product for industrial companies that combines computer vision and deep learning to develop a machine vision inspection solution for manufacturing. Scortex was founded in 2016 and is based in Paris, France. On May 17th, 2022, Scortex was acquired by Trigo Groupe. The terms of the transaction were not disclosed.
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Augury
United StatesFounding Year: 2011Total Funding: $294Mhttps://www.augury.com/Augury's machine health AI predicts machine failures in and prescribes exactly when and how to correct them. Wireless sensors connect rotating equipment across industrial facilities and securely transmit mechanical data to the cloud. The data is then analyzed by proprietary cloud-based AI and prescriptive insights are delivered directly to maintenance/reliability personnel and manufacturing operations in real-time. Machine health insights are also contextualized with operational data to provide system-level insights across the manufacturing organization.
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Beyond limits
United StatesFounding Year: 2014Total Funding: $133Mhttps://www.beyond.ai/Beyond Limits provides hybrid AI (Artificial Intelligence) solutions for smart energy, renewables, smart cities and transportation, carbon capture, and other intelligent infrastructure. It combines data-centric techniques with embedded human knowledge to affirm trust in software-driven decisions, manage operational risk, and drive profitability. The company was founded in 2014 and is based in Glendale, California.
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Johnson Controls
United StatesFounding Year: 1885https://www.johnsoncontrols.com/Johnson Controls (NYSE: JCI) provides products such as batteries, security, electronics, HVAC equipment, digital solutions, oil and gas solutions, fire safety, and more. It was formerly known as Johnson Service Company. The company was founded in 1885 and is based in Milwaukee, Wisconsin. In September 2016, Johnson Controls was acquired by Tyco. The terms of the transaction were not disclosed.
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Instrumental
United StatesFounding Year: 2015Total Funding: $80Mhttps://instrumental.com/Instrumental offers a testing platform to manufacturers of electronics, to head off complicated problems before they start costing companies thousands of dollars per minute.
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GE Digital Predix
United StatesFounding Year: 1892https://www.ge.com/digital/iiot-platformGeneral Electric (NYSE: GE) is an American multinational conglomerate corporation and digital industrial company. The company operates through the following segments: Power & Water, Oil and Gas, Renewable Energy, Aviation, Healthcare, Transportation, and Capital. It was founded in 1892 and is based in Boston, Massachusetts.
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Gov't & Intelligence
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Streetlight Data
United StatesFounding Year: 2011Total Funding: $40.53Mhttps://www.streetlightdata.com/StreetLight Data makes it easy and intuitive to use big data for transportation and urban planning, retail, and real estate. The company transforms trillions of anonymous location records from mobile devices into analytics that describe group travel patterns. Its easy-to-use online platform, StreetLight InSight, takes the hassle out of using big data. It lets you design, visualize, and download custom metrics in just a few mouse clicks. On February 7th, 2022, StreetLight Data was acquired by Jacobs. Terms of the transaction were not disclosed.
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Epirus
United StatesFounding Year: 2018Total Funding: $291.62Mhttps://www.epirusinc.com/Epirus is a startup that builds modern defense systems to address 21st century threats, such as drones and other asymmetric technologies.
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Dataminr
United StatesFounding Year: 2009Total Funding: $1044.16Mhttps://www.dataminr.com/Dataminr is a data analytics company that develops technology to unlock hidden value in real-time public social media data. Servicing both buy-side and sell-side financial firms, as well as the public sector, news, and corporate risk clients, Dataminr has developed a broad suite of modular desktop and API products that transform publicly available social media streams into signals. The company's applications detect events and consumer signals by leveraging social media as a sensor network, delivering decision-making alerts to clients around the world. The company was founded in 2009 and is based in New York, New York.
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Shield AI
United StatesFounding Year: 2015Total Funding: $570.6Mhttps://shield.ai/Shield AI is a defense technology company building artificial intelligence (AI) pilots for aircraft. Its Hivemind software is an AI pilot for military and commercial aircraft that enables intelligent teams of aircraft to perform missions ranging from room clearance to penetrating air defense systems and dogfighting F-16s. It assists in planning, mapping, and state estimation to enable aircraft to execute dynamic flight maneuvers. The company was founded in 2015 and is based in San Diego, California.
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https://www.merlinlabs.com/

Merlin Labs
-
https://www.voyager-labs.com/

Voyager Labs
United StatesVoyager Labs specializes in AI-driven technologies for human behavior analysis. It enables investigators to analyze massive amounts of open, deep, and dark web data as well as internal data and understand the content, human interactions, and connections. It serves government and law enforcement agencies, as well as private sector customers. It was founded in 2012 and is based in New York, New York.
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Mark43
United StatesFounding Year: 2012Total Funding: $179.16Mhttps://mark43.com/Mark43 is an intuitive law enforcement information management software start-up. Mark43 meaningfully reduces administrative work, enabling the first true mobile data entry system, cutting edge big data analysis, and the ability to share data across different law enforcement departments nationally.
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Rebellion
United StatesFounding Year: 2019Total Funding: $150Mhttps://rebelliondefense.com/Rebellion aims to empower the military and US civil servants and allies through AI and machine learning to solve defense challenges for the government.
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Anduril
United StatesFounding Year: 2017Total Funding: $2308.5Mhttps://www.anduril.com/Anduril builds products to aid in the protection of borders, infrastructure, and national security assets. It develops border control technology that includes towers with cameras and infrared sensors that use artificial intelligence to track movement and its core technology includes autonomous systems, sensor fusion, and the application of these technologies at the front lines of operations. The company was founded in 2017 and is based in Irvine, California.
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Opengov
United StatesFounding Year: 2012Total Funding: $128Mhttps://opengov.com/OpenGov offers enterprise cloud solutions for governments. The OpenGov Cloud platform offers cloud solutions for budgeting, performance, communications, and reporting. The platform helps stakeholders connect to the budget process, provides feedback, and forecasts personnel costs. The company was founded in 2012 and is based in San Jose, California.
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FiscalNote
United StatesFounding Year: 2013Total Funding: $211.2Mhttps://fiscalnote.com/FiscalNote (NYSE: NOTE) is an information services company focused on global policy and market intelligence. By combining AI technology, expert analysis, and legislative, regulatory, and geopolitical data, FiscalNote provides a platform for real-time, government analysis. The company was founded in 2013 and is based in Washington, D.C.
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Primer
United StatesFounding Year: 2015Total Funding: $164.7Mhttps://primer.ai/Primer is a machine intelligence company building machines that can read and write, automating the analysis of large datasets. Primer's technology is deployed by government agencies, financial institutions, and Fortune 500 companies.
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Hayden
United StatesFounding Year: 2019Total Funding: $30.31Mhttps://www.hayden.ai/Hayden AI offers an autonomous traffic management platform to help cities become safer and more sustainable. Cities use Hayden AI’s sensors, software, and data to improve urban mobility and quality of life for their communities. The company was founded in 2019 and is based in Oakland, California.
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Cross-Industry
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Palantir
United StatesFounding Year: 2003Total Funding: $2494.23Mhttps://www.palantir.com/Palantir Technologies (NYSE: PLTR) offers a suite of software applications for integrating, visualizing and analyzing the world's information, supporting datasets including structured, unstructured, relational, temporal and geospatial. Palantir's products are built for real analysis with a focus on security, scalability, ease of use and collaboration. The products are broadly deployed in the intelligence, defense, law enforcement and financial communities.
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Spark Cognition
United StatesFounding Year: 2013Total Funding: $290.88Mhttps://www.sparkcognition.com/SparkCognition builds AI solutions for applications in energy, oil and gas, manufacturing, finance, aerospace, defense, and security. SparkCognition's products include Darwin for automated model building, DeepArmor for AI-built cybersecurity, SparkPredict, an analytics solution, and DeepLNP, a natural language processing solution.
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Veritone
United StatesFounding Year: 2014Total Funding: $69Mhttps://www.veritone.com/Veritone (NASDAQ: VERI) operates as a software company. The company provides software, services, and industrial applications that transform audio, video, and other data sources into actionable intelligence through its artificial intelligence (AI) operating system, aiWARE.Energy. It caters to the government, media, broadcast, and sports sectors. The company was founded in 2014 and is based in Denver, Colorado.
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C3 AI
United StatesFounding Year: 2009Total Funding: $356.14Mhttps://c3.ai/C3.ai (NYSE: AI) is an AI software provider that delivers the C3 AI Suite for developing, deploying, and operating large-scale AI, predictive analytics, and IoT applications at scale for any enterprise value chain in any industry. The core of the C3.ai offering is a model-driven AI architecture that enhances data science and application development. C3.ai’s pre-built applications, for a variety of industries, include predictive maintenance, fraud detection, supply network optimization, energy management, and anti-money laundering.
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Open Source Infrastructure
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Frameworks
-
https://github.com/CERIT-SC/opennebula-rhcs

Red Hat Cluster Suite
OpenNebula driver for RHCS (Red Hat Cluster Suite)
-
https://github.com/apache/mesos
Mesos
Apache Mesos
-
https://github.com/apache/hadoop
Hadoop HDFS
Apache Hadoop
-
https://github.com/apache/giraph
Apache Giraph
Mirror of Apache Giraph
-
https://github.com/apache/helix

Helix
Mirror of Apache Helix
-
https://github.com/apache/spark

Apache Spark
Apache Spark - A unified analytics engine for large-scale data processing
-
https://github.com/cdapio/cdap

Cdap
An open source framework for building data analytic applications.
-
https://github.com/kubernetes/kubernetes

Kubernetes
Production-Grade Container Scheduling and Management
-
https://ubuntu.com/server/docs/ubuntu-ha-introduction

Linux High Availability
-
https://github.com/ray-project/ray

Ray
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.
-
https://github.com/docker/compose

Docker
Define and run multi-container applications with Docker
-
https://github.com/apache/flink

Flink
Apache Flink
-
https://github.com/dask/dask

Dask
Parallel computing with task scheduling
-
https://github.com/yarnpkg/berry

Yarn
📦🐈 Active development trunk for Yarn ⚒
-
https://github.com/apache/hadoop-mapreduce

Hadoop Map Reduce
Mirror of Apache Hadoop MapReduce
-
-
Format
-
https://github.com/apache/arrow

Apache Arrow
Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
-
https://github.com/apache/parquet-mr
Parquet
Apache Parquet
-
https://github.com/apache/iceberg

Iceberg
Apache Iceberg
-
https://github.com/apache/orc
Orc
Apache ORC - the smallest, fastest columnar storage for Hadoop workloads
-
https://github.com/apache/hudi

Hudi
Upserts, Deletes And Incremental Processing on Big Data.
-
https://github.com/delta-io/delta

Delta Lake
An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs
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Query/Dataflow
-
https://github.com/apache/beam

Apache Beam
Apache Beam is a unified programming model for Batch and Streaming data processing.
-
https://github.com/prestodb/presto
Presto
The official home of the Presto distributed SQL query engine for big data
-
https://github.com/apache/spark

Spark SQL
Apache Spark - A unified analytics engine for large-scale data processing
-
https://github.com/apache/hive

Hive
Apache Hive
-
https://github.com/graphql/graphql-spec

GraphQL
GraphQL is a query language and execution engine tied to any backend service.
-
https://github.com/apache/drill

Apache Drill
Apache Drill is a distributed MPP query layer for self describing data
-
https://github.com/apache/pig
Apache Pig
Mirror of Apache Pig
-
https://github.com/apache/hawq

Hawq
Apache HAWQ
-
https://github.com/trinodb/trino

Trino
Official repository of Trino, the distributed SQL query engine for big data, formerly known as PrestoSQL (<https://trino.io>)
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Data Access
-
https://github.com/ckan/ckan

Ckan
CKAN is an open-source DMS (data management system) for powering data hubs and data portals. CKAN makes it easy to publish, share and use data. It powers catalog.data.gov, [open.canada.ca/data](http://open.canada.ca/data), data.humdata.org among many other sites.
-
https://github.com/datahub-project/datahub

DataHub
The Metadata Platform for the Modern Data Stack
-
https://github.com/magda-io/magda

Magda
A federated, open-source data catalog for all your big data and small data
-
https://github.com/amundsen-io/amundsen
Amundsen
Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.
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Databases
-
https://github.com/apache/flume

Flume
Mirror of Apache Flume
-
https://github.com/influxdata/influxdb

InfluxDB
Scalable datastore for metrics, events, and real-time analytics
-
https://github.com/edgedb/edgedb
EdgeDB
A graph-relational database with declarative schema, built-in migration system, and a next-generation query language
-
https://github.com/milvus-io/milvus

Milvus
Vector database for scalable similarity search and AI applications.
-
https://github.com/redis/redis
Redis
Redis is an in-memory database that persists on disk. The data model is key-value, but many different kind of values are supported: Strings, Lists, Sets, Sorted Sets, Hashes, Streams, HyperLogLogs, Bitmaps.
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https://github.com/basho/riak
Riak
Riak is a decentralized datastore from Basho Technologies.
-
https://github.com/cockroachdb/cockroach

Cockroach Labs
CockroachDB - the open source, cloud-native distributed SQL database.
-
https://github.com/MariaDB/server

MariaDB
MariaDB server is a community developed fork of MySQL server. Started by core members of the original MySQL team, MariaDB actively works with outside developers to deliver the most featureful, stable, and sanely licensed open SQL server in the industry.
-
https://github.com/Paradigm4/SciDB-Py

SciDB
Python wrapper for SciDB queries
-
https://github.com/confluentinc/ksql

KsqlDB
The database purpose-built for stream processing applications.
-
https://github.com/mysql/mysql-server

MySQL
MySQL Server, the world's most popular open source database, and MySQL Cluster, a real-time, open source transactional database.
-
https://github.com/postgres/postgres

PostgreSQL
Mirror of the official PostgreSQL GIT repository. Note that this is just a \*mirror\* - we don't work with pull requests on github. To contribute, please see <https://wiki.postgresql.org/wiki/Submitting_a_Patch>
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https://github.com/apache/accumulo
Accumulo
Apache Accumulo
-
https://github.com/OpenTSDB/opentsdb

OpenTSDB
A scalable, distributed Time Series Database.
-
https://github.com/apache/couchdb
CouchDB
Seamless multi-master syncing database with an intuitive HTTP/JSON API, designed for reliability
-
https://github.com/apache/cassandra

Apache Cassandra
Mirror of Apache Cassandra
-
https://github.com/mongodb/mongo
MongoDB
The MongoDB Database
-
https://github.com/apache/hbase

Apache HBase
Apache HBase
-
-
OLAP
-
https://github.com/ClickHouse/ClickHouse

ClickHouse
ClickHouse® is a free analytics DBMS for big data
-
https://hydra.so/
Hydra
-
https://github.com/apache/druid

Druid
Apache Druid: a high performance real-time analytics database.
-
https://github.com/apache/doris
Doris
Apache Doris is an easy-to-use, high performance and unified analytics database.
-
https://github.com/apache/kylin

Apache Kylin
Apache Kylin
-
https://github.com/apache/pinot

Pinot
Apache Pinot - A realtime distributed OLAP datastore
-
https://github.com/duckdb/duckdb

DuckDB
DuckDB is an in-process SQL OLAP Database Management System
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Open Source - Orchestration
-
https://github.com/spotify/luigi

Luigi
Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
-
https://github.com/dagster-io/dagster
Dagster
An orchestration platform for the development, production, and observation of data assets.
-
https://github.com/mage-ai/mage-ai

Mage
🧙 The modern replacement for Airflow. Build, run, and manage data pipelines for integrating and transforming data.
-
https://github.com/flyteorg/flyte

Flyte
Kubernetes-native workflow automation platform for complex, mission-critical data and ML processes at scale. It has been battle-tested at Lyft, Spotify, Freenome, and others and is truly open-source.
-
https://github.com/apache/airflow
Apache Airflow
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
-
https://github.com/argoproj/argo-workflows

Argo
Workflow engine for Kubernetes
-
https://github.com/Netflix/metaflow

Metaflow
:rocket: Build and manage real-life data science projects with ease!
-
https://github.com/PrefectHQ/prefect

Prefect
The easiest way to coordinate your dataflow
-
https://github.com/kestra-io/kestra

Kestra
Kestra is an infinitely scalable orchestration and scheduling platform, creating, running, scheduling, and monitoring millions of complex pipelines.
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-
Infrastructure
-
https://github.com/apache/zookeeper
Apache Zookeeper
Apache ZooKeeper
-
https://github.com/apache/mesos
Apache Mesos
Apache Mesos
-
https://github.com/apache/ambari

Apache Ambari
Apache Ambari simplifies provisioning, managing, and monitoring of Apache Hadoop clusters.
-
-
Data Ops
-
https://github.com/MarquezProject/marquez

Marquez
Collect, aggregate, and visualize a data ecosystem's metadata
-
https://github.com/treeverse/lakeFS

LakeFS
lakeFS - Data version control for your data lake | Git for data
-
https://github.com/OpenLineage/OpenLineage

OpenLineage
An Open Standard for lineage metadata collection
-
https://github.com/projectnessie/nessie

Project Nessie
Nessie: Transactional Catalog for Data Lakes with Git-like semantics
-
https://github.com/great-expectations/great_expectations
Great Expectations
Always know what to expect from your data.
-
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Streaming & Messaging
-
https://github.com/gazette/core

Gazette
Build platforms that flexibly mix SQL, batch, and stream processing paradigms
-
https://github.com/apache/pulsar

Pulsar
Apache Pulsar - distributed pub-sub messaging system
-
https://github.com/apache/rocketmq

Apache RocketMQ
Apache RocketMQ is a cloud native messaging and streaming platform, making it simple to build event-driven applications.
-
https://github.com/debezium/debezium
Debezium
Change data capture for a variety of databases. Please log issues at <https://issues.redhat.com/browse/DBZ>.
-
https://github.com/apache/kafka
Kafka
Mirror of Apache Kafka
-
https://spark.apache.org/docs/latest/streaming-programming-guide.html

Spark Streaming
-
https://github.com/estuary/flow

Estuary Flow
🌊 Continuously synchronize the systems where your data lives, to the systems where you \_want\_ it to live, with Estuary Flow. 🌊
-
https://github.com/memphisdev/memphis-broker

Memphis
Next-Generation Real-Time Data Processing Platform
-
https://github.com/rabbitmq/rabbitmq-server

RabbitMQ
Open source RabbitMQ: core server and tier 1 (built-in) plugins
-
https://github.com/apache/flink

Flink
Apache Flink
-
https://github.com/apache/samza
Samza
Mirror of Apache Samza
-
https://github.com/apache/storm

Storm
Mirror of Apache Storm
-
https://github.com/apache/beam

Apache Beam
Apache Beam is a unified programming model for Batch and Streaming data processing.
-
https://github.com/apache/nifi

Nifi
Apache NiFi
-
https://github.com/bytewax/bytewax

Bytewax
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-
Stat Tools & Languages
-
https://github.com/pandas-dev/pandas

Pandas
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
-
https://github.com/scala/scala

Scala
Scala 2 compiler and standard library. For bugs, see scala/bug
-
https://github.com/h2oai/datatable

Datatable
A Python package for manipulating 2-dimensional tabular data structures
-
https://github.com/tidyverse/tidyverse

Tidyverse
Easily install and load packages from the tidyverse
-
https://github.com/numpy/numpy
NumPy
The fundamental package for scientific computing with Python.
-
https://github.com/rstudio/rstudio

R Studio
RStudio is an integrated development environment (IDE) for R
-
https://github.com/JuliaLang/julia
Julia
The Julia Programming Language
-
https://github.com/python/cpython
Python
The Python programming language
-
https://github.com/pyro-ppl/pyro

Pyro
Deep universal probabilistic programming with Python and PyTorch
-
https://www.r-project.org/

R
-
https://mc-stan.org/

Stan
-
https://github.com/scipy/scipy

SciPy
SciPy library main repository
-
https://github.com/gnu-octave/octave

GNU Octave
GNU Octave Mirror (<https://www.octave.org/hg/octave>). Report bugs and submit pull requests (patches) at <https://bugs.octave.org>
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-
MLOps & AI Infra
-
https://github.com/polyaxon/polyaxon

Polyaxon
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
-
https://github.com/hwchase17/langchain

Langchain
⚡ Building applications with LLMs through composability ⚡
-
https://github.com/snorkel-team/snorkel

Snorkel
A system for quickly generating training data with weak supervision
-
https://github.com/pachyderm/pachyderm

Pachyderm
Data-Centric Pipelines and Data Versioning
-
https://github.com/bentoml/BentoML

BentoML
Unified Model Serving Framework 🍱
-
https://github.com/google/mediapipe

MediaPipe
Cross-platform, customizable ML solutions for live and streaming media.
-
https://github.com/mlflow/mlflow

MLFlow
Open source platform for the machine learning lifecycle
-
https://github.com/combust/mleap

mLeap
MLeap: Deploy ML Pipelines to Production
-
https://github.com/kubeflow/kubeflow

KubeFlow
Machine Learning Toolkit for Kubernetes
-
https://github.com/deepchecks/deepchecks

Deepchecks
Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.
-
https://github.com/iterative/dvc

DVC
🦉Data Version Control | Git for Data & Models | ML Experiments Management
-
https://github.com/SeldonIO/seldon-core

Seldon
An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models
-
-
AI Frameworks & Libraries
-
https://github.com/apache/singa

apache Singa
a distributed deep learning platform
-
https://github.com/kedro-org/kedro

Kedro
A Python framework for creating reproducible, maintainable and modular data science code.
-
https://github.com/fastai/fastai

Fast.ai
The fastai deep learning library
-
https://github.com/scikit-learn/scikit-learn
Scikit-learn
scikit-learn: machine learning in Python
-
https://github.com/pytorch/pytorch

PyTorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
-
https://github.com/stanfordnlp/CoreNLP

CoreNLP
Stanford CoreNLP: A Java suite of core NLP tools.
-
https://github.com/opencv/opencv

OpenCV
Open Source Computer Vision Library
-
https://github.com/Lightning-AI/lightning

PyTorch Lightning
Deep learning framework to train, deploy, and ship AI products Lightning fast.
-
https://github.com/dmlc/xgboost

dmlc XGBoost
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
-
https://github.com/apache/mxnet

Mxnet
Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
-
https://github.com/onnx/onnx

ONNX
Open standard for machine learning interoperability
-
https://github.com/PaddlePaddle/Paddle

PaddlePaddle
PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice (『飞桨』核心框架,深度学习&机器学习高性能单机、分布式训练和跨平台部署)
-
https://spark.apache.org/mllib/

MLLib
Apache Spark - A unified analytics engine for large-scale data processing
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https://github.com/h2oai/h2o-3

H2O.ai
H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
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https://github.com/postgresml/postgresml

PostgresML
PostgresML is an end-to-end machine learning system. It enables you to train models and make online predictions using only SQL, without your data ever leaving your favorite database.
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https://github.com/tensorflow/tensorflow

TensorFlow
An Open Source Machine Learning Framework for Everyone
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https://github.com/chainer/chainer

Chainer
A flexible framework of neural networks for deep learning
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https://github.com/keras-team/keras

Keras
Deep Learning for humans
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https://github.com/horovod/horovod

Horovod
Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
-
https://github.com/ludwig-ai/ludwig

Ludwig
Data-centric declarative deep learning framework
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AI Models & Architectures
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https://github.com/CompVis/stable-diffusion

Stable Diffusion
A latent text-to-image diffusion model
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https://huggingface.co/docs/transformers/model_doc/bloom

Bloom
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https://huggingface.co/docs/transformers/model_doc/xlnet

XLNet
-
https://github.com/openai/CLIP

OpenAI Clip
Contrastive Language-Image Pretraining
-
https://dreamix-video-editing.github.io/

Google Research Dremix
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https://huggingface.co/facebook/opt-66b

Meta AI OPT-66B
-
https://github.com/deepmind/alphafold

DeepMind AlphaFold
Open source code for AlphaFold.
-
https://github.com/openai/gpt-2

OpenAI GPT2
Code for the paper "Language Models are Unsupervised Multitask Learners"
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https://huggingface.co/EleutherAI/gpt-j-6B

EleutherAI GPT-J-6B
-
https://github.com/facebookresearch/esm

Meta AI ESM
Evolutionary Scale Modeling (esm): Pretrained language models for proteins
-
https://github.com/google-research/bert

Google Research Bert
TensorFlow code and pre-trained models for BERT
-
https://huggingface.co/docs/transformers/model_doc/flan-t5

Google AI Flan-T5
-
https://github.com/google-research/text-to-text-transfer-transformer

Google Research T5
Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"
-
https://research.google/pubs/pub46201/

Google Research Transformer
-
https://huggingface.co/docs/transformers/model_doc/distilbert

DistilBERT
-
https://github.com/facebookresearch/fairseq/blob/main/examples/roberta/README.md

RoBERTa
RoBERTa: A Robustly Optimized BERT Pretraining Approach
-
https://github.com/facebookresearch/ParlAI/tree/main/projects/bb3

Meta AI BlenderBot
BlenderBot 3: A 175B-parameter, publicly available chatbot that improves its skills & safety over time
-
https://github.com/facebookresearch/diplomacy_cicero

Meta AI Diplomacy Cicero
Code for Cicero, an AI agent that plays the game of Diplomacy with open-domain natural language negotiation.
-
https://github.com/riffusion/riffusion

Riffusion
Stable diffusion for real-time music generation
-
https://huggingface.co/EleutherAI/gpt-neo-2.7B

EleutherAI GPT-Neo-2.7B
-
https://github.com/NVIDIA/Megatron-LM

Nvidia Megatron
Ongoing research training transformer models at scale
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Open Source Infra - Search
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https://github.com/valeriansaliou/sonic

Sonic
🦔 Fast, lightweight & schema-less search backend. An alternative to Elasticsearch that runs on a few MBs of RAM.
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https://github.com/meilisearch/meilisearch
Meilisearch
A lightning-fast search engine that fits effortlessly into your apps, websites, and workflow.
-
https://github.com/apache/solr

Solr
Apache Solr open-source search software
-
https://github.com/apache/lucene
Lucene
Apache Lucene open-source search software
-
https://github.com/toshi-search/Toshi

Toshi Search
A full-text search engine in rust
-
https://github.com/quickwit-oss/tantivy

Tantivy
Tantivy is a full-text search engine library inspired by Apache Lucene and written in Rust
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Logging & Monitoring
-
https://github.com/elastic/logstash

Logstash
Logstash - transport and process your logs, events, or other data
-
https://github.com/vectordotdev/vector

Vector
A high-performance observability data pipeline.
-
https://github.com/open-telemetry

OpenTelemetry
OpenTelemetry makes robust, portable telemetry a built-in feature of cloud-native software.
-
https://github.com/grafana/grafana

Grafana
The open and composable observability and data visualization platform. Visualize metrics, logs, and traces from multiple sources like Prometheus, Loki, Elasticsearch, InfluxDB, Postgres and many more.
-
https://github.com/elastic/kibana
Kibana
Your window into the Elastic Stack
-
https://github.com/elastic/elasticsearch
Elastic
Free and Open, Distributed, RESTful Search Engine
-
https://github.com/getsentry/sentry

Sentry
Developer-first error tracking and performance monitoring
-
https://github.com/fluent/fluentd

Fluentd
Fluentd: Unified Logging Layer (project under CNCF)
-
https://github.com/fluent/fluent-bit

Fluentbit
Fast and Lightweight Logs and Metrics processor for Linux, BSD, OSX and Windows
-
https://github.com/prometheus/prometheus

Prometheus
The Prometheus monitoring system and time series database.
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-
Open Source Infra - Visualizations
-
https://github.com/getredash/redash

redash
Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
-
https://github.com/mwaskom/seaborn
Seaborn
Statistical data visualization in Python
-
https://github.com/bokeh/bokeh

Bokeh
Interactive Data Visualization in the browser, from Python
-
https://github.com/tidyverse/ggplot2

ggplot2
An implementation of the Grammar of Graphics in R
-
https://github.com/tensorflow/tensorboard

TensorBoard
TensorFlow's Visualization Toolkit
-
https://github.com/matplotlib/matplotlib
Matplotlib
matplotlib: plotting with Python
-
https://github.com/apache/superset

Superset
Apache Superset is a Data Visualization and Data Exploration Platform
-
https://github.com/d3/d3

D3
Bring data to life with SVG, Canvas and HTML. :bar\_chart::chart\_with\_upwards\_trend::tada:
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-
Collaboration
-
https://github.com/apache/zeppelin

Zeppelin
Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
-
https://github.com/twosigma/beakerx

BeakerX
Beaker Extensions for Jupyter Notebook
-
https://github.com/jupyter/notebook

Jupyter
Jupyter Interactive Notebook
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Data Sources & APIs
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Data Marketplaces & Discovery
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Dawex
FranceFounding Year: 2015Total Funding: $10.59Mhttps://www.dawex.com/en/Dawex is a secure platform for monetization and data exchange between organizations. It allows public players and businesses to share, acquire and monetize all kinds of data without an intermediary.
-
https://docs.snowflake.com/en/user-guide/data-exchange.html

Snowflake Data Exchange
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Datarade
GermanyFounding Year: 2018Total Funding: $1.23Mhttps://datarade.ai/Datarade offers a platform for companies to discover, compare and connect with data providers across the globe.
-
https://developer.ibm.com/exchanges/data/

IBM Asset eXchange
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Explorium
United StatesFounding Year: 2017Total Funding: $125.1Mhttps://www.explorium.ai/Explorium is a data science company that helps companies get better data to feed into their predictive models. Explorium's engine can ingest a company's data, connect with tens of thousands of external data sources, and then generate predictive features/variables from these external sources automatically, running its own machine learning models to ensure that the most relevant, predictive data is added, building more accurate machine learning models.
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Eagle Alpha
IrelandFounding Year: 2012Total Funding: $8.03Mhttps://www.eaglealpha.com/Eagle Alpha focuses on facilitating the overall functioning of the global alternative data market via our platform and workflow tools. Since its inception, more than 1,000 data buyers have interacted with our platform. We help them understand a vast and growing marketplace of over 1,800 alternative data products. Leading funds, private equity firms, consultants, corporates, and vendors trust Eagle Alpha as their key alternative data solution provider.
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https://datasetsearch.research.google.com/

Google Dataset Search
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Nomad Data
United StatesFounding Year: 2020Total Funding: $6.3Mhttps://www.nomad-data.com/NoMad Data creates a marketplace of ideas and allow the experts in the data, the data providers themselves, to match the ideas to their data. It helps the providers to discover new use cases for data and help to find potential customers who have an identified need. The company was founded in 2020 and is based in New York, New York.
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AWS Data Exchange
United StatesFounding Year: 2006https://aws.amazon.com/data-exchange/Amazon Web Services (AWS) is a business unit within Amazon.com that provides an infrastructure platform for businesses in the form of cloud computing.
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Narrative
United StatesFounding Year: 2016Total Funding: $18.98Mhttps://www.narrative.io/Narrative helps organizations execute more efficiently on their data acquisition and data monetization objectives. Narrative's efficient and intuitive platform creates opportunities for both buyers and sellers to acquire or monetize data the way they see fit. The company was founded in 2016 and is based in New York, New York.
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Financial & Market Data
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Refinitiv
United KingdomFounding Year: 2018https://www.refinitiv.com/enRefinitiv provides financial markets data and infrastructure. It provides data and insights, trading platforms, and open data and technology platforms that connect a thriving global financial markets community - driving performance in trading, investment, wealth management, regulatory compliance, market data management, enterprise risk and fighting financial crime. On August 1st, 2019, Refinitiv was acquired by the London Stock Exchange Group at a valuation of $27000M.
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https://canoeintelligence.com/
Canoe
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Enigma
United StatesFounding Year: 2011Total Funding: $129.71Mhttps://enigma.com/Enigma is a New York-based Data-as-a-Service company, transforms tabular data into representations of real-world relationships, providing a source of intelligence about people, places and companies. From evaluating insurance risk to combating money laundering, Enigma connects clients' internal data assets to transform their strategies and workflows.
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Tink
SwedenFounding Year: 2012Total Funding: $309.17Mhttps://tink.com/Tink enables banks to become data-driven, capture the opportunities of open banking, and deliver a more personal, intelligent financial experience to their users. Tink provides APIs as building blocks to create banking services. The company's products include account aggregation, categorization, payment initiation, and personal finance management. On June 24th, 2021, Tink was acquired by Visa at a valuation of $2.15B.
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Coinmetrics
United StatesFounding Year: 2017Total Funding: $57.9Mhttps://coinmetrics.io/Coin Metrics provides crypto asset market and network data. Its data empowers clients and the public to better understand, value, use, and steward open crypto networks. Coin Metrics was founded in 2017 and is based in Cambridge, Massachusetts.
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Bloomberg
United StatesFounding Year: 1981https://www.bloomberg.com/Bloomberg is a source of information for businesses and professionals. They offer information via the Bloomberg Professional service and multimedia platforms. Per the company, Bloomberg's media services also cover the world with more than 2,200 news and multimedia professionals at 146 bureaus in 72 countries. Bloomberg also operates the Bloomberg Television 24-hour network which per Bloomberg reaches more than 200 million homes. The firm also operates Bloomberg Radio services which broadcast via Sirius XM Radio and 1worldspace satellite radio globally and on WBBR 1130AM in New York. They also operate Bloomberg Markets magazine, Bloomberg Businessweek magazine and the Bloomberg.com financial news and information web site.
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Nasdaq Data Link
United StatesFounding Year: 1971Total Funding: $205Mhttps://www.nasdaq.com/nasdaq-data-linkNASDAQ (NASDAQ: NDAQ) is a provider of trading, clearing, exchange technology, listing, information, and public company services across six continents.
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Factset
United StatesFounding Year: 1978https://www.factset.com/FactSet (NYSE:FDS) (NASDAQ:FDS) is a multinational financial data and software company that combines integrated financial information, analytical applications, and client service to enhance the workflow and productivity of the global investment community.
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Intrinio
United StatesFounding Year: 2010Total Funding: $7.33Mhttps://intrinio.com/Intrinio makes financial data affordable and easy to access so investors can save money and make time to build something meaningful. The Intrinio Excel add-in and Google Sheets add-on allow users to pull financial data into spreadsheets. Users have the flexibility to customize the data feeds to fit their needs.
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Thomson Reuters
CanadaFounding Year: 2008https://www.thomsonreuters.com/en.htmlThomson Reuters (NYSE: TRI) provides news and information for professionals in the financial and risk, legal, tax and accounting, intellectual property and science, and media markets. The company was founded in 2008 and is based in Toronto, Canada.
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The World Bank
United StatesFounding Year: 1945https://www.worldbank.org/en/homeWorld Bank, a member of the World Bank Group, is a vital source of financial and technical assistance to developing countries around the world. The bank's mission is to fight poverty with passion and professionalism for lasting results, and to help people help themselves and their environment by providing resources, sharing knowledge, building capacity, and forging partnerships in the public and private sectors.
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S&P Global Market Intelligence
United StatesFounding Year: 1917https://www.spglobal.com/marketintelligence/en/solutions/sp-capital-iq-proS&P Global (NYSE: SPGI) provides transparent and independent ratings, benchmarks, analytics, and data to the capital and commodity markets worldwide. The Company's divisions include S&P Global Ratings, S&P Global Market Intelligence, S&P Dow Jones Indices, and S&P Global Platts. The company was founded in 1917 and is based in New York, New York.
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Plaid
United StatesFounding Year: 2012Total Funding: $734.8Mhttps://plaid.com/Plaid is a provider of API that power developer of financial services applications and help them connect with user bank accounts.
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dv01
United StatesFounding Year: 2014Total Funding: $34Mhttps://www.dv01.co/dv01 provides a data intelligence platform for accessing and analyzing loan-level data. It offers environmental, social, and corporate governance (ESG), impact intelligence, market surveillance, portfolio surveillance, credit facility management, data wrangling tool, and loan data agent for securitizations. It serves banks, investment banks, issuers, hedge funds, and asset managers. The company was founded in 2014 and is based in New York, New York. In September 2022, Fitch Group acquired a majority stake in dv01. The terms of the transaction were not disclosed.
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xignite
United StatesFounding Year: 2006Total Funding: $37.26Mhttps://www.xignite.com/Xignite provides cloud-native, real-time, and reference market data APIs to financial services and FinTech companies allowing them to easily integrate financial data into any application.
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CB Insights
United StatesFounding Year: 2008Total Funding: $16.17Mhttps://www.cbinsights.com/CB Insights is a data and SaaS company that provides data, insights, predictions, and workflow tools to enterprises to help them understand and make technology decisions. Using machine learning, CB Insights aims to extract structured data from millions of unstructured documents (media, regulatory docs) to analyze, synthesize, and visualize information on technology companies, technology markets, their investors, and the larger technology ecosystem. CB Insights was founded in 2008 and is based in New York, New York.
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International Monetary Fund
United StatesFounding Year: 1945https://www.imf.org/en/HomeThe International Monetary Fund (IMF) is an organization of 189 countries, working to foster global monetary cooperation, secure financial stability, facilitate international trade, promote high employment and sustainable economic growth, and reduce poverty around the world.
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SmartNews
JapanFounding Year: 2012Total Funding: $409.6Mhttps://www.smartnews.com/SmartNews is a global news discovery company that offers a news aggregation app that delivers politics, sports, world news and entertainment news. The company was founded in 2012 and is based in Tokyo, Japan.
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Truelayer
United KingdomFounding Year: 2016Total Funding: $271.8Mhttps://truelayer.com/TrueLayer offers developers an easy way to access the bank data they need to build financial apps and services, helping startups and banks alike to drive products in financial services. TrueLayer supports account verification, KYC processes, and transactional data for account aggregation, credit scoring, and risk assessment.
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Kaiko
FranceFounding Year: 2014Total Funding: $82.52Mhttps://www.kaiko.com/Kaiko provides a digital assets market information platform enhancing transparency and operational efficiency for institutional companies, DeFi participants, and Web3 enterprises. The company’s product suite comprises market data, portfolio solutions, rates & indices, pricing services, DeFi data, and research covering digital assets that comprise over 95% of global traded volume. Kaiko was founded in 2014 and is based in Paris, France.
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Dow Jones
United StatesFounding Year: 1882https://www.dowjones.com/Dow Jones & Company is a News Corporation company (NASDAQ: NWS) (NASDAQ: NWSA) (ASX: NWS) (ASX: NWSLV). Dow Jones is aprovider of global business news and information services. Its Consumer Media Group publishes The Wall Street Journal, Barron's and MarketWatch. Its Enterprise Media Group includes Dow Jones Newswires, Dow Jones Factiva, Dow Jones Client Solutions, Dow Jones Indexes and Dow Jones Financial Information Services. Its Local Media Group operates community-based information franchises.
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StockTwits
United StatesFounding Year: 2008Total Funding: $43.21Mhttps://stocktwits.com/StockTwits is a financial communications platform for the financial and investing community. StockTwits created the $TICKER tag to enable and organize "streams" of information around stocks and markets across the web and social media. These streams provide new forms of insight, ideas, and information that are used by investors, analysts, media, and others as they research stocks and manage their investments.
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MX
United StatesFounding Year: 2010Total Funding: $454.13Mhttps://www.mx.com/MX offers data-driven financial solutions. The company offers solutions such as financial insights, account aggregations, money management, transaction cleansing, and more. Its solutions help with financial wellness, digital banking, payments, and lending. MX was formerly known as MoneyDesktop. It was founded in 2017 and is based in Lehi, Utah.
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DataBento
United StatesFounding Year: 2019Total Funding: $58.55Mhttps://databento.com/Databento is a platform that offers institutional-quality, live, and historical, market, and alternative data. The company provides on-demand data, data infrastructure, and live and historical data. The company was founded in 2019 and is based in Boston, Massachusetts.
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Signal AI
United KingdomFounding Year: 2013Total Funding: $101.55Mhttps://www.signal-ai.com/Signal AI offers an AI-powered business intelligence and media monitoring platform that aggregates, analyses, and provides business leaders with insights into digital, print, and broadcast media and regulatory data. Signal’s ML enables businesses to track the competitive landscape, changes to regulation and monitor reputation—empowering them to make smarter decisions. The company was founded in 2013 and is based in London, U.K.
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Earnest Analytics
United StatesFounding Year: 2012Total Funding: $18.5Mhttps://www.earnestanalytics.com/Earnest Analytics is a data platform focused on improving the way people share and connect with their information. Earnest builds products that help people understand trends in the consumer economy.
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SEC EDGAR
United StatesFounding Year: 1934https://www.sec.gov/edgar/search-and-accessU.S. Securities and Exchange Commission (SEC) is an independent federal government regulatory agency responsible for protecting investors, maintaining fair and orderly functioning of the securities markets, and facilitating capital formation. It is based in Washington, DC.
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Air/Space/Sea
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MarineTraffic
United KingdomFounding Year: 2007https://www.marinetraffic.com/en/ais/home/centerx:-12.0/centery:25.0/zoom:4MarineTraffic is a maritime information service used by shipping professionals to support their decisions and by maritime enthusiasts to track any ship in the world. The company is dedicated to making maritime information universally accessible. All MarineTraffic solutions are powered by data.
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Loft Orbital
United StatesFounding Year: 2016Total Funding: $156.2Mhttps://www.loftorbital.com/Loft Orbital is an end-to-end service that affordably delivers earth observation payloads to orbit on a high-performance, standard satellite platform.
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https://rsmetrics.com/

RS Metrics
United StatesRS Metrics is a software development company. It provides satellite imagery and geospatial analytics technology intended to offer data and signals from large-scale analysis of satellite and aerial imagery. It also provides location-based sources, allowing real estate, retail, industrial metals, government, and academic researchers to obtain predictive analytics, alerts, and end-user applications for financial services decision-making. It was founded in 2009 and is based in Stamford, Connecticut.
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Preligens
FranceFounding Year: 2016Total Funding: $27.17Mhttps://www.preligens.com/Preligens develops pioneering technology to enhance operational decision-making to build a safer world. Its artificial intelligence solutions are based on an automated analysis of geospatial intelligence (GEOINT) workflows. Powering state-of-the-art Machine Learning and Computer Vision, Preligens aggregates information from multi-intelligence sources (Multi-INT) to provide its Defence and Intelligence customers with strategic knowledge regarding mission critical areas of interest ensuring a more insightful operating picture.
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Spire
United StatesFounding Year: 2012Total Funding: $205.44Mhttps://spire.com/Spire (NYSE: SPIR) is a satellite-powered data company that tackles unpredictable business challenges with truly global data solutions. By providing unique data from any point on Earth, every hour, Spire offers a competitive advantage for organizations that require insight into areas such as global trade, weather, shipping and supply chain, air-traffic control and monitoring, and maritime domain awareness.
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Eagleview
United StatesFounding Year: 2008https://www.eagleview.com/EagleView is a provider of high-resolution aerial imagery, property data analytics and structural measurements for government agencies, insurance carriers, roofing contractors and energy utilities. Using patented image capture techniques, 3D aerial measurement software and machine learning processes, EagleView helps customers answer questions related to millions of properties throughout the world. With a sixty-petabyte library of oblique and orthogonal Pictometry aerial imagery and the capacity to process tens of thousands of roof measurement reports per day, EagleView enables organizations to reduce field visits and adopt faster, safer and more cost-effective workflows.
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Synspective
JapanFounding Year: 2018Total Funding: $178.42Mhttps://synspective.com/Synspective provides geo-solutions based on satellite imagery. The company gathers broad and high-frequency monitoring data from its own Synthetic Aperture Radar (SAR) satellite constellation and extracts information using machine learning technology to enable better decision-making and action by companies and governments. The information has multiple benefits such as visualization and prediction of economic activity, monitoring of terrain and structures, and immediate understanding of disaster situations.
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Qianxun SI
ChinaFounding Year: 2015Total Funding: $141.23Mhttps://en.qxwz.com/Qianxun SI develops ground-enhanced base stations to receive basic positioning data of Beidou satellite system (compatible with GPS, GLONASS, Galileo), and provides high-precision positioning services for different industries by using the company's own algorithms.
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ICEYE
FinlandFounding Year: 2015Total Funding: $300.73Mhttps://www.iceye.com/ICEYE provides quick-response imagery from space with microsatellites equipped with imaging radar technology. The ICEYE instrument can see through clouds, obscuring weather, and in the dark-all conditions that limit camera-based services in situations where waiting for daylight and improved weather is not an option.
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Windward
IsraelFounding Year: 2010Total Funding: $32.3Mhttps://windward.ai/Windward is in the business of analysis to help people understand maritime risk and therefore take actions to reduce it. Combining the traditional world of shipping with the new world of data, it helps marine insurers boost profitability by quantifying dynamic risk; and enables intelligence agencies, coastguards and law enforcement to protect their national interests by revealing potential threats.
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Orbital Insight
United StatesFounding Year: 2013Total Funding: $132.2Mhttps://orbitalinsight.com/Orbital Insight leverages AI and computer vision to analyze petabytes of multi-source geospatial data, including satellite and synthetic aperture radar (SAR) imagery, location intelligence, and vessel traffic (AIS) data, to help its clients understand what is happening on and to the Earth. By monitoring the world’s geopolitical and economic activities with unprecedented timeliness, Orbital Insight provides the best possible information to inform your organization’s revenue, operations, and policies.
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People/Entities
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People Data Labs
United StatesFounding Year: 2015Total Funding: $55.03Mhttps://www.peopledatalabs.com/People Data Labs (PDL) offers a dataset of resume, contact, social, and demographic information for over 1.5 billion unique individuals which is delivered to developers via API. PDL has created two APIs (application programming interfaces) for accessing people-related data for developers, engineers, and data scientists. One is an enrichment API for individuals who want to add more data to their current records, as well as a search API for those who want to query PDL's whole dataset without having to host any of it themselves. Users can enter all of their search criteria and parameters to identify persons who are relevant to their project. Formerly, when doing business as TalentIQ, the company offered a recruiting data analytics platform and API used to keep candidate databases up to date.
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Zoominfo
United StatesFounding Year: 1999https://www.zoominfo.com/Zoom Information, dba ZoomInfo, is a subscription-based software as a service company that sells access to its database of information about business people and companies to sales, marketing, and recruiting professionals. It was acquired in Feb 2019 by DiscoverOrg which subsequently changed its name to ZoomInfo.
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https://www.experian.com/
Experian
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Brandwatch
United KingdomTotal Funding: $63.3Mhttps://www.brandwatch.com/Brandwatch is a provider of social media monitoring and analytics solutions. Global brands and agencies use Brandwatch, relying on a broad range of social coverage and highly reliable, spam-free data to monitor online conversations. As a result, organizations can glean insights around brand interests, conduct market research, predict market trends, and more actively engage influencers, customers, and prospects. On February 26th, 2021, Brandwatch was acquired by Cision. Terms of the transaction were not disclosed.
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Zignal Labs
United StatesFounding Year: 2011Total Funding: $64Mhttps://zignallabs.com/Zignal Labs delivers data-driven insights from big data analytics, realtime media monitoring, and business intelligence. The Zignal Labs realtime platform empowers customers with the ability to spot trends, see relevant stories and insights unfold, and take action.
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Epsilon
United StatesFounding Year: 1969https://www.epsilon.com/usEpsilon provides marketing solutions that integrate data, creativity, and technologies for advertisers. The company was founded in 1969 and is based in Lafayette, Colorado.
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Dun & bradstreet
United StatesFounding Year: 1841https://www.dnb.com/Dun & Bradstreet (NYSE:DNB) provides business information and technology solutions. The Company's customers use these solutions in order to reduce credit risk, find profitable business partners, manage business relationships, and collect cash and receivables. Dun & Bradstreet's database contains information on public and private companies around the world.
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Quantcast
United StatesFounding Year: 2005Total Funding: $68.7Mhttps://www.quantcast.com/Quantcast offers an Internet ratings service which provides free, directly measured traffic and audience composition reports. These reports are Media Ratings Council-accredited, ensuring that your traffic data is both accurate and reliable. It launched in September 2006 to help advertisers gauge the audiences of millions of web sites while helping publishers accurately represent their sites through direct measurement.
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Cognism
United KingdomFounding Year: 2015Total Funding: $116.8Mhttps://www.cognism.com/Cognism is an end-to-end sales-acceleration solution that provides sales organizations with a more efficient way to prospect. Delivered as a software service (SaaS), with its data asset and compliance engine, Cognism is helping to enrich CRM records, stream leads into the funnel, and is using artificial intelligence to surface opportunities and identify customer trends. The company was founded in 2015 and is based in Richmond, England.
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Klue
CanadaFounding Year: 2015Total Funding: $77.62Mhttps://klue.com/Klue's platform combines information from co-workers with bot-collected intel to create battle cards and dynamic dashboards that display competitor activity. Klue collects data and uses AI to surface competitive intelligence for businesses shared into one central location. Users share real-time intel through Klue's battlecards, newsletters, self-serve features, and integrations. Users can also track competitors with website page monitoring, keyword insights, content tracking, and news monitoring.
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Acxiom
United StatesFounding Year: 1969https://www.acxiom.com/Acxiom is a technology firm that uses data and technology to transform marketing, providing its clients with the power to manage audiences, personalize customer experiences, and create profitable customer relationships.
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Melissa
United StatesFounding Year: 1985https://www.melissa.com/Melissa assists companies with data management to improve sales and marketing, reduce costs and drive business insights.
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Location Intelligence
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PlaceIQ
United StatesFounding Year: 2010Total Funding: $53.45Mhttps://www.placeiq.com/PlaceIQ provides brands seeking to understand consumer behavior with technology that connects physical and digital activities across time, space, and mobile devices to uncover opportunities to learn and tie with audiences. The company's location-based audience platform currently provides consumer analytics and media targeting for large brands in retail, CPG, automotive, entertainment, travel and more. The company also provides Place Visit Rate (PVR), foot traffic measurement technology that gives access to granular data on consumer visitation across the entire purchase journey. On January 19th, 2022, PlaceIQ was acquired by Precisely. Terms of the transaction were not disclosed.
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Cuebiq
United StatesTotal Funding: $37.83Mhttps://www.cuebiq.com/Cuebiq is a location intelligence company that helps businesses glean actionable insights about real-world consumer behaviors and trends. Using its data intelligence platform, Cuebiq provides geo-behavioral insights and offline location analytics, geo-behavioral audiences for cross-platform ad targeting, and offline attribution analysis.
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Placer.ai
United StatesFounding Year: 2016Total Funding: $192.85Mhttps://www.placer.ai/Placer.ai provides retailers with location-based insights into their audience and competition. Placer.ai provides instant access to location insights derived from the foot traffic of millions of consumers, delivering visibility into offline behavior. The company was founded in 2016 and is based in Walnut, California.
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https://www.openstreetmap.org/#map=4/38.01/-95.84

OpenStreetMap
OpenStreetMap is a free editable map of the whole world. It is made by people like users. OpenStreetMap aims to allow users to view, edit and use geographical data in a collaborative way from anywhere on Earth.
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Unacast
United StatesFounding Year: 2015Total Funding: $40.29Mhttps://www.unacast.com/Unacast powers a network of proximity data, enabling brands and retailers to retarget customers online based on offline behavior. This gives brands and retailers the possibility to retarget their offline visitors online. In addition to giving proximity solution providers incremental revenue and new product features, ad platforms incremental revenue and new campaign possibilities, and online users more relevant communication and ads. The company was founded in 2015 and is based in New York, New York.
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CleverMaps
Czech RepublicFounding Year: 2015https://www.clevermaps.io/CleverMaps is a location intelligence platform supporting the data stack ecosystem. Its map-based analytics platform enables it to solve location-related problems. It also allows data analysts to build and maintain large location intelligence projects. It primarily serves clients across retail, insurance, banking, real estate, delivery services, and more. It was formerly known as CleverAnalytics and changed its name to CleverMaps. The company was founded in 2015 and is based in Brno, the Czech Republic.
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Sense360
United StatesTotal Funding: $13.93Mhttps://sense360.com/Sense360 intends to help app developers interact more fully with their users by leveraging information gathered by the sensors in users' phones. On September 14th 2020, Sense360 was acquired by Medallia. The terms of the transaction were not disclosed.
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Foursquare
United StatesFounding Year: 2009Total Funding: $382.35Mhttps://foursquare.com/Foursquare is a local search-and-discovery service mobile app which provides search results for its users. The app provides personalized recommendations of places to go to near a user's current location based on users' "previous browsing history, purchases, or check-in history".
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mapbox
United StatesFounding Year: 2010Total Funding: $225.57Mhttps://www.mapbox.com/Mapbox is a live location platform for developers. Mapbox provides a global map, real-time traffic, location search, and navigation via its APIs and SDKs. Mapbox enables enterprises to analyze their data, drone companies to publish flyovers, friends to find each other, real estate sites to visualize properties, satellite companies to process cloud-free imagery, and insurance companies to track assets.
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Safegraph
United StatesFounding Year: 2016Total Funding: $61.68Mhttps://www.safegraph.com/SafeGraph maintains the ground truth dataset for human movement across the globe. The company provides high-quality location data products to help organizations make better decisions and improve lives.
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Radar
United StatesFounding Year: 2016Total Funding: $85Mhttps://radar.com/Radar is the location context platform powering location-based experiences for Fortune 500 companies across verticals like shopping & retail, food & dining, travel & transportation, and entertainment & sports.
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Carto
United StatesFounding Year: 2008Total Funding: $92.04Mhttps://carto.com/Carto is a spatial analysis platform that enables users to leverage data to optimize their business for use cases, such as risk management, behavioral marketing, and data monetization.
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Esri
United StatesFounding Year: 1969https://www.esri.com/en-us/homeEsri's GIS (geographic information systems) mapping software helps you understand and visualize data to make decisions based on the best information and analysis.
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ESG
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Clarity AI
SpainFounding Year: 2017Total Funding: $89.11Mhttps://clarity.ai/Clarity is an enterprise SaaS tool for asset managers that visualizes and optimizes the social impact of their investment portfolios. Clarity tries to solve the problem of inefficient and unequal allocation of capital by developing a universal framework and an automated tool that can be readily applied to rate companies, projects, governments and NGOs.
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MSCI
United StatesFounding Year: 1969https://www.msci.com/MSCI (NYSE: MSCI) provides research-driven insights and tools for institutional investors. MSCI specializes in the areas of risk and performance measurement that is based on academic research, real-world experience and collaboration with clients. MSCI's products include indices and portfolio risk and performance analytics for use in managing equity, fixed income and multi-asset class portfolios.
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ESG Book
United KingdomFounding Year: 2018Total Funding: $35Mhttps://www.esgbook.com/ESG Book provides a cloud-based platform that makes ESG data accessible, enabling financial markets to allocate capital towards more sustainable and higher impact assets. Covering companies globally, ESG Book enables clients to be custodians of their own data, provides framework-neutral sustainability information in real-time, and promotes transparency. It was founded in 2018 and is based in London, England.
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Arcadia
United StatesFounding Year: 2014Total Funding: $569.91Mhttps://www.arcadia.com/Arcadia works with local utilities and Green-E-certified wind farms across the country to give users access to clean energy. The company's Arc platform combines data and APIs under one roof to allow any company to act on its environmental impact and build energy products and climate tech solutions. Arcadia Power gives users the opportunity to support clean energy generation through monthly home electricity bills. It was founded in 2014 and is based in Washington, D.C.
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Truvalue Labs
United StatesFounding Year: 2013Total Funding: $15.1Mhttps://developer.truvaluelabs.com/data/esg-ranksTruValue Labs is a provider of real-time sustainability data analytics for investors, financial institutions, and corporations globally. The company is the developer of Insight360, an artificial intelligence engine that identifies a company's ESG performance trajectory so users can make informed investment decisions. The platform offers solutions for asset managers, asset owners, wealth managers, and research analysts. On October 20, 2020 TruValue Labs was acquired by FactSet. The terms of the transaction were not disclosed.
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Sustainalytics
CanadaFounding Year: 1992https://www.sustainalytics.com/Sustainalytics is an independent ESG and corporate governance research, ratings, and analysis firm supporting investors around the world with the development and implementation of responsible investment strategies. With offices globally, Sustainalytics partners with institutional investors who integrate environmental, social, and governance information and assessments into their investment processes. On April 21, 2020, Sustainalytics was acquired by MorningStar at a valuation of $98.83M.
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Novisto
CanadaFounding Year: 2019Total Funding: $9.5Mhttps://novisto.com/Novisto provides end-to-end enterprise software for smarter corporate sustainability management, empowering companies to create value from their ESG strategy, data, and reporting.
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ISS ESG
United StatesFounding Year: 1985Total Funding: $260Mhttps://www.issgovernance.com/esg/International Shareholder Services (ISS) provides proxy advisory and corporate governance solutions to financial market participants. ISS's services include objective proxy research and analysis, end-to-end proxy voting and distribution solutions, securities class-action claims management, and governance data and modeling tools. Clients use ISS services to help them make informed corporate governance decisions. On November 17th, 2020, Deutsche Borse acquired a majority stake in International Shareholder Services at a valuation of $1.82B.
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Nossa Data
United KingdomFounding Year: 2020Total Funding: $1.62Mhttps://www.nossadata.com/Nossa Data is a technology company focused on supporting companies with their environmental, social, and governance (ESG) data management, analytics, and reporting. The company was founded in 2020 and is based in London, England.
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https://www.reprisk.com/

RepRisk
SwitzerlandRepRisk is a web-based tool which provides insights on environmental and social issues that present financial and reputational risks to a company or investment portfolio.
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Data & AI Consulting
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Data & AI Consulting
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https://azati.ai/

Azati
United StatesAzati designs and develops software for clients in a diverse set of industries including entertainment, education, finance, insurance, medical services and biotechnology. The company provides services including web development, mobile development, big data, machine learning, business intelligence, enterprise content management, and additional services. It is based in Livingston, New Jersey.
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Addepto
PolandFounding Year: 2018https://addepto.com/Addepto is a machine learning and business intelligence consulting company developing custom solutions for fast-growing companies. On July 13th, 2021, Addepto was acquired by Grape Up. Terms of the transaction were not disclosed.
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https://www.datacaptains.com/

DataCaptains
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https://www.fluenfactors.com/

FluenFactors
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Captech Consulting
United StatesFounding Year: 1997https://www.captechconsulting.com/services/data-and-analyticsCapTech is a national management consulting firm that bridges the gap between business and technology. CapTech delivers transformation, customer engagement, data & analytics and custom IT solutions for private companies, public companies and government agencies. The company's collaborative approach helps organizations grow their business, engage with customers and turn information into powerful data assets.
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https://www.ternarydata.com/

Ternary Data
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Cambridge Consultants
United KingdomFounding Year: 1960Total Funding: $9.21Mhttps://www.cambridgeconsultants.com/us/homeCambridge Consultants leads the way in innovative product development. The company is the development partner of choice to many of the world's leading blue chips, as well as the virtual development team for ambitious start-up companies.
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https://www.kubrickgroup.com/us/

Kubrick
United KingdomKubrick is a data consultancy that specializes in data, data engineering, data management, and data products. It is based in London, England.
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itrex
United StatesFounding Year: 2009https://itrexgroup.com/Itrex is a global technology consulting and enterprise software development company providing IT consulting and enterprise software solutions. Its industry-specific expertise includes IT solutions for: healthcare & biotech, retail & e-commerce, education, and logistics & transportation.
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Deeper Insights
United KingdomFounding Year: 2014https://deeperinsights.com/Deeper Insights is a partner for building AI solutions for large enterprise and scale-up clients, a suite of AI models, and data visualisation dashboards that enable you to quickly analyse and share insights.
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https://datarootlabs.com/

DataRootLabs
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ZS Associates
United StatesFounding Year: 1983https://www.zs.com/solutions/artificial-intelligence-and-analyticsZS Associates helps companies to improve overall performance and grow revenue and market share through end-to-end sales and marketing solutions-from customer insights and strategy to analytics, operations, and technology. It uses analytics, data, science, and products to help clients make decisions, deliver solutions and improve outcomes. The firm was founded in 1983 and is based in Evanston, Illinois.
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BCGX
United StatesFounding Year: 1963https://www.bcg.com/xThe Boston Consulting Group is a management consulting and advisory firm. The Company specializes in education, biopharmaceuticals, automotive, energy, financial, insurance, media, technology, mining, private equity, process industries, social impact, telecommunication, transportation, and tourism consulting services. It caters to clients from the private, public, and not-for-profit sectors and industries such as aerospace and defense, the automotive industry, consumer products, education, financial institutions, health care, oil, gas power, utilities, and more. The company was founded in 1963 and is based in Boston, Massachusetts.
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https://www.theseattledataguy.com/
Seattle Data Guy
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https://www.leit-data.com/

Leit Data
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EY Consulting Services
United KingdomFounding Year: 1890https://www.ey.com/en_us/consulting/analytics-consulting-servicesErnst & Young is a provider of assurance, tax, transaction, and advisory services. The company offers assurance, audit, tax, financial, and business advisory services to automotive, financial, government, entertainment, mining, real estate, technology, and telecommunication industries. EY serves customers worldwide. It was founded in 1890 and is based in London, U.K.
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https://www.tribe.ai/

Tribe.ai
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Slalom
United StatesFounding Year: 2001Total Funding: $37.89Mhttps://www.slalom.com/Slalom is a consulting firm that helps companies solve business problems with solutions spanning business advisory, customer experience, technology, and analytics.
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https://www.onthemarkdata.com/
On the Mark Data
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https://www2.deloitte.com/us/en/pages/deloitte-analytics/articles/advancing-human-ai-collaboration.html

Deloitte AI Institute
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https://wearemeru.com/

Meru
United StatesMeru is a professional services firm focused on helping companies improve their performance and navigate difficult situations. The firm's offerings include transaction services, performance improvement (EBITDA/cash potential), interim management (CEO, CRO, CFO), restructuring services (liquidity management, business plan development and review, and restructuring plan design and execution), and data insight services (data warehouse/data lake development, data modeling, dashboarding, AI/ML expertise).
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Analytics8
United StatesFounding Year: 2002Total Funding: $1.5Mhttps://www.analytics8.com/Analytics8 is a data and analytics consulting firm that specializes in data strategy and business intelligence implementations. It helps organizations make smart, data-driven decisions by translating their data into meaningful information. It caters to Finance, Healthcare, Insurance, Manufacturing, Private Equity, Retail, Supply Chain, and Human Resources. The company was founded in 2002 and is based in Chicago, Illinois.
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https://www.deepskydata.com/

Deepsky Data
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4Mile
United StatesFounding Year: 2017https://www.4mile.io/4 Mile Analytics is a team of data scientists, statisticians, engineers, and business consultants specializing in delivering services on the Looker platform. The company also deals in data analytics, data engineering, data governance, software engineering, UX design, and project and product management. On January 12th, 2022, 4 Mile Analytics merged with Media.Monks.
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Brooklyn Data Co
United StatesFounding Year: 2018https://brooklyndata.co/Brooklyn Data Co. is a full-stack data and analytics consultancy that focuses on leadership, process improvement, implementation, and advanced analytics. It helps organizations manage, understand, and act on data. It serves e-commerce, retail, healthcare and life sciences, nonprofit organizations, and other industries. It was founded in 2018 and is based in Brooklyn, New York.
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IBM AI Consulting
United StatesFounding Year: 1911https://www.ibm.com/consulting/artificial-intelligenceIBM (NYSE: IBM) manufactures and sells computer hardware and software, and offers infrastructure services, hosting services, and consulting services in areas ranging from mainframe computers to nanotechnology. The company was founded in 1911 and is based in Armonk, Newyork.
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https://bytecode.io/

Bytecode IO
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phData
United StatesTotal Funding: $4Mhttps://www.phdata.io/phData is a provider of Big Data services including Hadoop, Spark and Kafka. phData partners with customers to provide architecture, development and managed services for Big Data applications.
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LeewayHertz
United StatesFounding Year: 2007https://www.leewayhertz.com/LeewayHeartz a custom software development company, we have expertise in delivering digital platforms within time deadlines and fixed cost. Having a team of experienced blockchain developers, the company develops blockchain-based applications on Ethereum, Hyperledger, and Hashgraph.
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https://www.revolt.bi/
Revolt.BI
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https://thirdeyedata.ai/

ThirdEye
United StatesThirdEye's technology aims to help the visually impaired via an object recognition auditory feedback app.
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https://www.sstm2.com/

System 2
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3Pillar Global
United StatesTotal Funding: $22.92Mhttps://www.3pillarglobal.com/3Pillar Global develops software products to help in business growth. The company's software product development services include product strategy development, product design, product development, and product support. The company was founded in 2006 and is based in Fairfax, Virginia.
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InData Labs
BelarusFounding Year: 2014https://indatalabs.com/InData Labs is a provider of AI services, specializing in data science, big data analytics, AI, computer vision, business intelligence, and machine learning. The company's solutions aim to help clients automate business processes, add AI-powered features, and gain competitive advantage.
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https://www.uprightanalytics.com/

Upright Analytics
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https://www.bigtimedata.io/

Big Time Data
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QuantumBlack AI by McKinsey
United StatesFounding Year: 1926https://www.mckinsey.com/capabilities/quantumblack/how-we-help-clientsMcKinsey & Company is a global management consulting firm. It offers consultation to various industries such as electronic, aerospace, automotive, chemical, financial, oil and gas, public sector, and healthcare. The company was founded in 1926 and is based in New York, New York.
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